{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Symbolic Regression and Classification\n",
    "\n",
    "Symbolic Regression and Classification seek to optimize an interpretable algebraic equation. TPOT allows you to combine this approach with classical machine learning operations.\n",
    "\n",
    "We can construct a search space for symbolic equations using either the TreePipeline or GraphSearchPipeline as neither have a fixed pipeline structure and instead optimize their own sequences and structure.\n",
    "\n",
    "The strategy is to set the leaves to select a single feature (Using FSSNode), have all inner nodes be arithmetic operators, and have the root node be a classifier or regressor.\n",
    "\n",
    "Note: This is still experimental. There are lots of opportunities to optimize the optimization process. In the future, symbolic regression/classification may have their own dedicated search space class."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/anaconda3/envs/tpotenv/lib/python3.10/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
      "  from .autonotebook import tqdm as notebook_tqdm\n"
     ]
    }
   ],
   "source": [
    "import tpot\n",
    "from tpot.search_spaces.pipelines import GraphSearchPipeline\n",
    "from tpot.search_spaces.nodes import FSSNode\n",
    "from tpot.config import get_search_space\n",
    "import sklearn.datasets\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.model_selection import train_test_split\n",
    "import numpy as np"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Symbolic Classification"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "X, y = sklearn.datasets.make_classification(n_samples=1000, n_features=100, n_informative=6, n_redundant=0, n_repeated=0, n_classes=2, n_clusters_per_class=2, weights=None, flip_y=0.01, class_sep=1.0, hypercube=True, shift=0.0, scale=1.0, shuffle=True, random_state=None)\n",
    "X_train, X_test, y_train, y_test = sklearn.model_selection.train_test_split(X, y, train_size=0.75, test_size=0.25)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "symbolic_classification_search_space = GraphSearchPipeline(\n",
    "    root_search_space= get_search_space(\"LogisticRegression\"),\n",
    "    leaf_search_space = FSSNode(subsets=X_train.shape[1]), \n",
    "    inner_search_space = get_search_space([\"arithmatic\"]),\n",
    "    max_size = 20,\n",
    ")\n",
    "\n",
    "#example pipelines randomly sampled\n",
    "ind = symbolic_classification_search_space.generate(rng=5)\n",
    "for i in range(3):\n",
    "    ind.mutate(rng=1)\n",
    "est_example = ind.export_pipeline()\n",
    "est_example.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Generation: 100%|██████████| 20/20 [00:40<00:00,  2.01s/it]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.71168\n"
     ]
    },
    {
     "data": {
      "image/png": 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pKag0S/0G6/XwU6nfetVlW6PVYrdOh2Sz1O+Q+HgMHTpUUr+CIDgcEXaCILgs77//Pn799VeLbddccw0uuugipzZxrE1MRGZGBrwMBkRn5yBc34RmDZ0OWwsLsSkpCb1jYpAwfrw0awiC4DAkFSsIgkuyZ88eFdUyGAwN23r06IEdO3YgONhxZsSNxWg0IikpSQmywIIC9MvKRo8W2KvkhoVhz3F7lZEJCWoertirCILQUkTYCYLgcrBubeLEiUhMTLTY/tNPP+G8885r8/UcPHgQq5YvR1FuHgZkZCAmL0+lWlsKU7UZkZFIi4mBrocYIguC0HLk9lAQBJfjjTfesBF1N998s1NEHZs3ln71FfzzD+CsXbsQZBZBbCkUh/1zc1UqN7k0DouKS9RcWhlhJghCc5GInSAILsWuXbswfPhwVFVVNWzr3bu38qgLDAxsc1H3zcKF6JyVjVGpqdA2I+3aWIyentgwaCD00dEyn1YQhGbj2fyXCoIgOL6O7eqrr7YQdR4eHvj000/bXNQx/cpInS4rG2fs3Nmqoo5w/2N27IQuOxtLv1qsji8IgtBURNgJguAyvPTSS9i0aZPFtrvvvhsTJkxoc4HJmjqmX0enpjqknq4x8Dijd6bC70A+vl++XK1DEAShKUgqVhAEl4CecCNHjkRNTU3Dtv79+2PLli3w8/Nr07X88ccf2PTrbzhrwwaH1tQ1lhJ/f/x+xmiMOuecNhe1giC4NxKxEwTB6VRXV2Pu3LkWos7T0xOfffZZm4s6+tTR0oTdr84QdSTYYED/9AxsTEzEgQMHnLIGQRDcExF2giA4naefflo1R5jz4IMPYvTo0W2+FpoP06eOlibOJDYvT60jyao7WBAE4WSIsBMEwals3LgRL774osU2zoZ98sknnTImjBMlaD7cVnV1J4LH75uVjcz0dLUuQRCExiDCThAEp1FRUaG6YGlIbILTFxYsWAAfHx+n1PlxTBgnSrgCUQUF0BoMNtFMQRCEEyHCThAEp/H4448jLS3NYtsTTzyBYcOGtflaKC63p6So2a/NGRPWGnAdPXNysC052UL8CoIgnAgRdoIgOIW//voLr732msW2ESNG4KGHHnLKevR6PSrLy9UUCFcivPDYurg+QRCEUyHCThCENqesrAzXXHMNzN2WmHrdunWrsjxhxI5fTNU2lZdffrlZazp06BDqjUaElJVZbP9PdhYmpyTjwpRkXLJ1C3IqK0+6n49yc1r0+lHr11l8H1xertbF9Z1qDBu7i1sKfwZnnHEGBg8ejPj4ePz+++8t3qcgCG2HCDtBENocdrzu27fPYtszzzyDkJAQJSxMX82xOmmOsGOak8IpsKLCYsJESmkpNpSU4Lthw7EyfgTejRuIIK3mpPv6KDe3Ra+3xqu2Vq3L0cKu7gTp5oCAAHz55ZfYsWMHvvjiC1x33XVNWq8gCM5FhJ0gCG3K6tWr8e6771psGzt2LO655x67z//pp58wZswYNT/2qquuahAvN954o0rdDho0CK+++qra9uijj6K4uFhF+26++Wbs378fp59+esO+7rvvPjWejPTq1Uulfbnf3377Dd8uWYJXP/kEF6Wk4PnjovNIdTVCtV7w8jx2quzu44NgrZf6/19FRZj591ZM25KC+3anobquDq/t34+jRiOmbknBE3symvx6az7MzVFRvhfnzcMnH3/csP25555TncOnnXYaXn/9dbzzzjvKf4+f49SpU9VzPv/8c/UcRt5eeeUVtY2fB7ddfvnlGDhwoN2IaExMDPr27av+HxcXp6KrUt8nCO6D1tkLEASh41BSUmITAWJUjmJLo9E0iDJCQUYbFIoSCi8+j40VH330EW677Tb1mE6nU2O3xo8fj1mzZinB88EHH6hon0nInIyoqCg12WLXrl3KduW5SZNweuZ+3L97N9bo9UgICcHb2VmYlLwZCSGhmNa1K4Z06gR9TQ3m5eZiweAh8NVo8GbWfiw+eBD39OqFRQcPYPnweLX/MqOxSa+/KiKiYW2JRUU4WFWFb4YOQ0qfPnh600YVRcvOzlafx+bNm1X6mrV3/Bz4Oa1du1bN1M3Ly8NTTz2lxrP5+/srwXf22Wejc+fO6r0yIkdReCqWLVumxDN/NoIguAci7ARBaDMYlcvJybFJnTJKREypWBMrV65UVh+M2JGqqipMmTJF/X/hwoWYN2+eiibl5uaq7loKtaYwY8YM9e+vv/6Kvfv24eHMTPhVV6Oytg6DAwNxlk6HZcPjsaG4GGtLinHtjh14c8AAVNfXYbehHDO3/a1ez2jbRJ3OZv+BWm2zX59YXITf9UXYXLoFFak7YdBokJ6ejsTERFx77bUNdjAUddZQ0J1zzjkNj1122WXqddOmTUNsbGyjRB1T5Q888AB++OGHJn2mgiA4FxF2giC0CRRp8+fPt9h21lln4dZbbz1pHRiF3CeffGIjOph+XLduHYKDg5Vwoeizhp545rVk1s9hNMt0nDPHj8dsnQ7D91rW/mk9PJAQGqq+dFovrNYXYlxIKCaG6vBibOwp33dzX19XD9weHY1LunXDlr59UTl+HC655BIl0FqC6T2fDEYBKQIZ/ezXr1+LjicIQtsiNXaCILQ6hYWFuOGGGyy2derUSQk9zoQ9EYzUrVmzBllZWer70tJSZGZm4ujRoyrlGBQUpKJ1rNszwbShqSasa9euqvaMz2et2C+//GL3OIxubUpOht5oPLbe6mocrq7GPoMB2cfr0NjBm24oR4SPD4YHdcKGkmLkHe9wZcrV1O2q8fBA7fFu3+a83sS40BB8feggKmprUa3VouToUZXK/sc//qGErkmkmmxQ+HnyfZJRo0apKCQnVvB53377rUpXNwbWME6fPh333nuvSt8KguBeSMROEIRW54477sDBgwctttHDjg0MJ6NLly6qpu7SSy9VgoMikN2fEydOVIX9AwYMUPsYN25cw2s4yYINAhMmTMD777+v0olskIiOjlbb7cEGjLlXX41n583DG+XlqtnhpZhYVNXX4em9e1F2XCgOCgjEnPAIVRf3bL8Y3JG2CzV1dfDw8MCjvfsgytcX07t2U9YmI4ODMbN79ya/3sSEUB32GAyqwaI0Ix269eswc/ZsTJ48GcnJycqKxMvLS6Vl77rrLiWcGQFlqnX58uVqJBs/AwpKfiZ8/qlqDsnixYuxfv16JSL5WROKRNbnCYLg+njUmxtJCYIgOJglS5Y01LKZmDRpElatWqUEjavAxoTvv/4aF/7xp7IYcRVqNBqsPHMCJs+YoTpcBUEQToakYgVBaDUOHz6MW265xWJbaGioanpwJVFHunXrBg+mPAMC4EpwPVwX1ycIgnAqJBUrCEKrwGTATTfdhIKCAovtb7/9NiLMbD1cBXaQ+gYE4IBOh7DSUrgKBzofW5e97teW1j2yttAcdtpu2LDBoccRBKFtEWEnCEKrQK80+qCZw67OK664Aq4Imy6GxMdja2EhBmZnQ3OCyQyksrJSNWj4+vlBc5Lmj5ZS6+mJrKgoxLeClxxr5sytZQRBaB9IKlYQBIdDg1w2TJgTFhaG9957z+VSsOYMHToUNf7+yA0LO+FziktKoC/So6S0BAVHjljMuz0VbABhp2rp0aOox6lflxMWBqO/f6N85wRBEIgIO0EQHAqFzj//+U81RcIceqLRfsSVYf1f75gY7OkZjTo7ApSWKQZDecP3tXW1qKmpadS+6ZVXUFiIisoKlJUdhV5fdPLne3hgb89o9I6NVesSBEFoDCLsBEFwKB9//DF+/PFHi21MvzIN6w4kjB+PsrAwZERGWmyvqKxUkTZzPDw8leVIY6hRHnn/i9JVVVXCYDCc8PnpkZFqHQlmVi6CIAinQoSdIAgOgz5p//rXvyy2hYeHq4YJd4HrHZmQgLSYGJQen9JQXVOD4iJG2CzTpxyB1tjUsre3Nzw9LevkSkpLYbRjrVLi74/dsTEYNW6cWo8gCEJjEWEnCIJDYKrxuuuuU+lKc2ht4uiOztYmISEBoT0ikRwXhyrUq+kO1jVxQZ2C4GdmKHwqPI4LQXPq6+tUytp8z0ZPTyQPjIMuMhJjx45t8XsRBKFjIcJOEASHwNmtHP9lzvXXX68mJbgbnDE7ZepUlId3x199+8FYb9kh6+/nr0aaNRVfHx/1WnOqq6tgKC9vqKvbMGggKsIjMHnqVLUOQRCEpiCTJwRBaDHp6ekYNmwYKo7PRSUc4bV9+3Y1z9UdoZ3JnDlzENWtG6ILCxG3YQM0tbXw9vZRViHN7e2tq6/HkcOHVeOFCaZzQ7t1R/JpQ6CPjsals2ejZ8+eDnsvgiB0HCRiJwhCiwXQNddcYyHqyPz5891W1JEHH3wQCxcuxKJvv0VmaCi2TpiAqpBQ6HShzRZ1xNPDwyYlW9apE34bPAjFvXqJqBMEoUWIsBMEoUX83//9H9atW2ex7bbbbrOZauBOfPTRR+p9kezsbHy+aBEyAGyddAEyouxboTQFTngI8A9Q+8nt3x8bzzoLO6qqUFVfL6JOEIQWIalYQRCazc6dOxEfH6+Md0307dsXf//9NwJcbOZqY/n1119xwQUXwKjsSY5BSxNauHD6w6akJAQWFKBvVjaiCgpOOqHiZBMlssM6Y0eXrjgS4I+kTZuwdu1aVVOXkpKCgQMHOvhdCYLQURBhJwhCs6Ax7xlnnKGEiHmt2F9//aW6St2RtLQ0jBkzxsZcmWnla6+9Vv0/Pz8fa5OSkJmeDq3BgJ45OQgv1CO4vBxedqxLTNRoNCjhLNrOOjUmjBMlOoWG4ulnn8WBAwcannf66acrkddYfzxBEARzpOVKEIRm8cILL1iIOnLvvfe6ragrKCjAhRdeaCPqWGtnEnUkIiICl82YoUaDbdu2DduSk7G3vBz1RiMCKyoQpC+Ct9EIz/o61Hl4olqrRakuFGV+fvDQauEbEKBmv3JMGCdK7Nm3ryHtSzZv3owXX3xRHff3339X0zrYmCIIgtAYJGInCEKToaAbPXq0RboyLi5Obfdtgrebq1BVVYVzzz1XRRvNmT59OpYsWQJPT8+TNo/Q5+7QoUPq68jBg6iurESt0QiNVgtvX1906d4d3bp1U1/09GNK1wSbTpjOZrTQBB+ngMzJyVHf0+D59ttvb5X3LghC+0KEnSAITRZBTBfu2LHDQoiwgWLkyJFwN3gKZFfvggULLLZTbP35559tUiu4adMmlQKmSLQHrWOysrJafR2CILg/kooVBKFJPPXUUxaijjz88MNuKepMKWVrURcZGYkVK1a0WQMIP7u5c+fik08+sfs4O3M5V9bf399uhLCqogJ1tbXw1Gjg4+d30gihIAjtG4nYCYLQaNavX69q6Dg+zMTQoUOxceNGNQvV3fj6668xc+ZMi20UT4mJiRg+fHibreP777/H1KlTTxixIxs2bFDibntKCirNavqC9Xp4qZq+emWfUqPVokSns6jpGxIfr35OrOkTBKF9I8JOEIRGQVFBscMpEybYuclifzYCuBtMf06YMAGVlZUWXb3Lli1TIqst4Tqs6/tMdO/eHePGjsXwIUPgX1OD6OwchOub0IWr0yE7Ogo1/v7oHRODhPHjER4e3orvRhAEZyKpWEEQGsWjjz5qIepMaVl3FHVMbVK8mYs68sorr7S5qCPsfLWG6dOxY8ciYeRIhJWVof/mzeh3tKzRvnkUfWGlpeprYHY2csPCsKewEF/u2YORCQkq8iqzaAWh/SERO0EQTskff/yBiRMnWmwbNWoUkpKS3E4cHD16FOPGjVNWJebccMMN+OCDD1TUrq3Jy8tTgtJkH0OhN3XKFESGhiImLQ0R6enw9/GFroWpVKZqMyIjkRYTA12PSEyeOlVFBAVBaD+IsBME4ZRCiPVZmZmZDdtoabJlyxYMGDAA7gRr2KZNm4ZVq1ZZbOf4sx9++MGppsBcG5s4aG1yDtOlBgPikpPhX1qqHtdotOhmJ7LXHEr9/ZEcFwdDRASmz5opY8wEoR0hs2IFQTgp999/v4WoI88995zbiTpy33332Yi6/v37qyYKZ096YOr17LPPxpUzZiC2vBzD/vyrQdSRk3npNZUggwHjt2xByP5MfLNwoVipCEI7QiJ2giCckJ9++knNTTVn/PjxWLNmjdtZaLz//vu45ZZbLLZ17txZdZtyvq2zOXjwIBYtWICQzP0Ys3On6nrVFxWp0W0UdWFhYdA6+DNnanbd4EEo7tUbl8+dI2lZQWgHiLATBMEuHK01ePBgVf9lbgXC2jRXEEJN4eeff8bkyZMt7EQYoVu9erXqSHU2nODx2fz5qE3dpSJp2kY2SDjk2J6e+DN+OLzi4jD3uuvcrmZSEARLJBUrCIJd7r77bgtRR1599VW3E3WpqamYMWOGjUfcvHnzXELUETahFOXmYcSuXW0q6giPNyJ1F/R5eVi7dm2bHlsQBMcjwk4QBBuWL1+Ozz77zGLbP/7xD9x8881wJ44cOYILL7wQpWa1auSRRx5Rkx5cgfz8fGxKSsKAjAxV++YMgg0G9E/PwMbERBw4cMApaxAEwTGIsBMEwYKCggLceOONFtuCgoLw8ccfO8UKpLnQo+7iiy+2afy47LLL8Mwzz8BVWJuYiMCCAsRYRUfbmti8PLWOpMREp65DEISWIcJOEAQLbrvtNjWD1Jw33nhDDaJ3F1g6TF8669QiZ7IyEunIDtOWUFRUhMyMDPTLylYjwZwJj983KxuZ6elqXYIguCeucXYTBMEl+Oqrr7B48WKLbUxlXnPNNXAnnn32WXzxxRcW26KiolSKmQ0grsLff/8NL4MBPQoK4ApEFRRAazDYmDcLguA+iLATBKHBbuPWW2+12Mah8R9++KFbpWApTp944gmLbYGBgVi5cqVL2XmwmWN7Soqa/drYMWGtDdfRMycH25KTbZpNBEFwD0TYCYKgUpc33XQT9Hq9xfZ3333XrQbGr1+/HldffbXFNqZdFy1a1OyZtkzdent7201P7t+/H6effrrd19F3jqngYcOGqS+KS5o68/933nmn+qwry8sRbvWZNxd9TTUu27oV07akYHd5ebP3E154bF3WvwstSe1369bthJ+TIAiORYSdIAhqlBXTlNZNBrNmzYK7QJHFcWFVVVUW21977TVMmTKlRRFA1uYtXbq0ya8dO3Ystm7dqr4obJYsWaL+/9Zbb6k6RpoQdzp6FI5gbXExhnQKxHfD49E/IOCUz689QU1fcHm5Wpd1neUp93eCCN8VV1yB77//vkn7EgSh+YgTpSB0cHJycnDXXXdZbOMQekbr3CUFSzuTiy66CIcPH7bYTnsWRseaC6NW6enpKmr39NNP47rrrsOePXswe/ZsJSBpAWNurUIhzDWwLvFk9OrVC2eccQaS1qxB1y5dsbm0FH8U6VFVV4eEkBA80ueYV+BZmzZietduWK0vhNbDA+8PHISu3t5YeeQw/pOdDS8PT/Tw9cHdPXvhlf371ev/PnoU3w4bjg9zc/Dd4cPgT/DGHlGY2rUrNhQX452cbHh7eqLEaMTs7uFYoy9U/8+urMSd0T2RW1mJb3fuwOJVq5S/no+PDzZv3ox7770XZWVliIiIUJ+HTqdT7+Pyyy9XE0pefvllnHvuuTbvNSEhQYluQRDaBonYCUIHT8H+85//RElJicX2Dz74AF26dIE7wKkNFFQ7duyw2E6RwchYS8Tpt99+q6KAjLxlZGQoKxgaNz/88MOqwcB8vuy///1vJei4jp49e55y3/6+vnjxoouQEBqKqyMilBhbOTwe+VVVSC7938+ju48Plg+Px5mhofj64EG17f2cHCXyVsTH4+XY/ipCd1d0T1zctavaz7ajR/HDkQL1/y+GnIY3s7Nw6Hgkc0dZGZ7rF4Ovhw5T3+8xGPDBwEFYeNpQPL13D2IC/PHStIvh7eWlIm0caUZRx4hlcnIypk+fjhdeeMGiKWXLli12RZ0gCG2PCDtB6MCwMYLjtsyZM2eO8n9zF+655x78+OOPFtvi4uJUd6+58GpuGnbmzJlKHFLQfPPNN9i0aZP6P7nyyisbnpuYmKiiV9bbT8Tw006Dl9Go/r+upBiXbt2CqVtSkFJaqsSWiXM7d1b/DgrshLyqSvX/+KAgPL4nA4sPHoS9hCr3cV5YZ/h4eiLEywtjgkOwvays4bXdfHwanjsmJAR+Gg3CfXzg5emJc3Sd4W00IjI8XEXadu/erbp3zz77bFUfyNR2dnZ2w+s51UMQBNdBUrGC0EHZt2+fisSYExkZiTfffBPuwjvvvIO3337bpmmBHbAhISEt2jdTqhRrpjrD6upq1fxwsghgU6KDWo1Geccxffrcvn0qusY064uZ+1Bd9z+5xrQp0Xj8ry7u3337YevRo/hNr8clW7eoSF9j8bPy8DPtX63/+Pee9XUqmsu6ubq6OgwfPhxr1qyxuz9Xso8RBEEidoLQIeHF+tprr0W5Vfck56fS4sQdYJTOun6O3avLli1Dnz59Wrx/RudYo8eoFb84+ov/Dh48GN999516zn//+9+G548bN05F+Ky3nwhPjQZ1Hh5K2FFQhWi1OGo0YnVh4Slfm1NZieFBQbinZ094eXig+Hjkz8SIoCD8UliI6ro6lBhrsL6kGKd16tTo917n4dlg4kwxyzpMpmEJawvT0tIavS9BENoWEXaC0AFh7dmff/5psY1jxC644AK4A6xjY4qUAtWc+fPnq2J9R0CRZp2SZoMGtz333HMYOnSoiuKZePLJJ1VnMYVfVlbWKffv4+eHGq0WQVqtapCYnJKMm1J3YlgjBNiLmZm4MCUZF25Jwbmdw1QdnjlDOnXCBWFhmL51C67ctk01RTAa2FiqtVpotNoGsczPgg02fM8jRoxQqdnGQnPrMWPGqJrEHj164Ouvv270awVBaDoe9Yy3C4LQYWDNFGulOEvVBLsbeeHt1ISojrOgDcfo0aNtxBNNidnA4C78+uuv2P3TTzh33Xq4Gr+MOQP9zz8f55xzjrOXIghCE5GInSB0INhBSgNfc1FHPvnkE7cQdRUVFSpiZi3q2LTw1FNPwZ2gaW8Zo3YaDVwJrofr4voEQXA/pHlCEDoQr776KjZs2GCxjXVqEydOhKvD5AJ95Dhdwhz6wTEF6y6eeyYonDy0WpQEBCCstBSuAtfDdTVV2LFTODMz02Lb559/jiFDhjh4hYIgnAwRdoLQQdi+fbvNDNWYmBgLTzJXhhE5jgYzh35xbJbw8/ODu0GDX9+AABzQ6VxK2B3ofGxdXF9TaM5kDkEQHI+kYgWhA8Aif6ZgaTZrgl2PnCDgDnYVX375pZr8YA5Tx7Q1cdeUoUajwZD4eGRHR6HWyoLEkVHOispKVJv93E8G15EVFYXTRoxQ6xMEwf0QYScIHQB2cXI6gDn333+/6lZ0dTjWiilYcyhKaUDMDlR3hl2mNf7+yA0Lc/i+2RV3pKAARUV6FBQcQZmVtY09csLCYPT3x2mnnebw9QiC0DaIsBOEdg79xyjszBk0aJBbdJCyZou1W+a2IoQmyu5izXIy6BnYOyYGe3pGK087R8LPzGissZine7LIHY+/t2c0esfGuo2XoSAItoiwE4R2DLtf586dqyYImNBqtSoFy+Hurgzn13L26pEjRyy233777eqrvZAwfjzKwsKQERnp0P16ebGE2lws1qO4uBj1doeQAemRkWodCePGOXQdgiC0LSLsBKEdQ9Pc1NRUi22PPvqoMpl1dVsWGhBbr33SpEl4/fXX0Z4IDw/HyIQEpMXEoNSB9Y6eHp7oFBhosY0RvKOlR22eW+Lvj92xMRg1bpxajyAI7osIO0Fop6xduxavvPKKxTbO/KSwc2VY8E8Llp9//tliO+vp2BXLiGN7g9MyQntEIjkuDkYHNlIEduoELy8vi22stTNPbfN4yQPjoIuMxNixYx12bEEQnIMIO0Foh3AGLLtgzQfLcDTUggULbC70rjju7L333rPY1rVrV6xYsQJBQUFoj1CsTpk6FYaICGwYNNBh9XZqBm1IqP2UbH29Og6PVxEegclTp7ZL0SwIHQ0RdoLQDnn44YexZ88ei220C3H1LtJVq1bhnnvusdjGWkB61XHsWXume/fumD5rJvTR0Vg3eJDDIndenEdrNVXEWGtEUXm5Og6Px+Py+IIguD8yK1YQ2hm//fabzYxPTmdITEx0aW8yzqplSrKsrMxi+8KFC9XIsI4Cx6Ut/Wox/PPzMWLXLgQZDC3eJ0/yBQUFqKk5loItDwpC2ojTURMdhcvnzlVGz4IgtA9E2AlCO4KWFvQgM5+lyqkMW7duRWxsLFyVAwcOYPTo0cjJybHYTksW62kZHYGDBw9i1fLlKMrNw4CMDMTk5cGzhadqNqQcKihAXmwMMgYMQJ5ej81bt+LPP/90iznBgiA0DhF2gtCOuOGGGzBv3jyLbW+88QbuuusuuCoVFRU488wzsWnTJovtV155pZo16m4zYB0FhRjNmTclJSGwoAB9s7IRVVAATV1dk/fFiRI0H06LCEe+tzeSNm1SzTW0weHvzIcfftgq70EQhLZHhJ0gtBN++OEHTJ482WIbBRNTs5zU4IrU1dWpNOvXX39tsZ3dmb/++it8fX3R0cnPz8fapCRkpqdDazCgZ04Owgv1CC4vh5eZP6E1NRoNSjiLtrNOjQnjRIleMTH4bMECVctozvfff6+sZPjzcNXfFUEQGocIO0FoBxQVFanGCIoAE4GBgapurXfv3nBVHnvsMZupGFzvhg0b0KVLF6ety1V/xvx5bktORmV5OeqNRgRWVCBIXwRvoxGe9XWo8/BEtVaLUl0oyvz84KHVwjcgQM1+ZYqeEyX27dun/s/OaRNsnLj00ktVhDQsLEzN5mVdpiAI7ocIO0FoB8yZMwdffPGFxbYPPvgAN954I1wVWq/QksUc2pmsW7cOAwcOdNq6XB2mT/V6PQ4dOqS+jhw8iOrKStQajdBotfD29UWX7t3RrVs39aXT6WyaZvi7cfPNN5/wGKeffrpNalwQBPdAhJ0guDlLly7FJZdcYrHt/PPPV6lZV61P++uvv1Tnbo3Z7FKKD6753HPPderaOgI87Z933nlYvXq13cf5s2DtIz0P7QnJqooK1NXWwlOjgY+f3ymFpCAIbYe4UQqCG8M5qjfddJPFtuDgYNVA4aqijv5606dPtxB15D//+Y+IujbsQrbuQDaHYm7Xrl1K0G1PSbFI/Qbr9fBTqd9jBsc1Wi1263RINkv9DomPx9ChQ1XqVxCEtkWEnSC4cdTllltuUeLOenJDjx494Kp1YhdeeCEKCwsttrNr92SpQcGx3H333di9e7fdx1hvN27sWKz89lv419QgOjsH4fomNGvodNhaWKi6eXvHxCBh/HiZPysIbYikYgXBTaFx7xVXXGGxbdq0aSo164rROkboLrjgAtWla86UKVPw3XffSfquDZk4cSL++OMPi238/NmNnDByJMLKyjAgLx99jx5ttr1KblgY9vSMRllYGEYmJCjzaRlZJgitjwg7QXBD2P3KLlhGwEx07twZO3fuVHVOrgZPM4zIWfulsTuTEzHEILdt+fHHH9VNQHV1dcMs3qlTpiAyNBQxaWmISE9HJz9/ldZvCUzVZkRGIi0mBroekWoerYwuE4TWRYSdILgZ/JO96KKLbLzIFi9ejBkzZsAVee2113DvvfdabKMA3bhxI6Kjo522ro5MWloaHnjgAfz999+YefHFCDcYEJecDP/SUvW4VuuFrg6ynCn190dyXBwMERFqLq2MMBOE1kOEnSC4GfPnz8f1119vsW3WrFlYtGgRXJHly5fj4osvVoLUBI2HmQocNWqUU9fW0eHouYWffYbgffvQf906aMxq6DQaLbp17eqwYxk9PbFh0EDoo6Nx6ezZIu4EoZUQYScIbnYhHjJkCI4ePWoR+WIKlqlYV4MzaseNG2dhhks4aeKyyy5z2rqEY/NoFy1YgJDM/Thj505UlpWhREXrjl0SQoJD4O/v79BjMjW7bvAgFPfqjcvnzpG0rCC0AjI7RhDcBI57YqTOXNSRjz76yCVFHesA2QFrLeo4aUJEnfPn0K5avhz++QcwOjUVmvp6BAQEKKEVGhKKrl27OVzUEVqkjN6ZCr8D+fh++XK1DkEQHIsIO0FwE95//301P9Wca665RtXbuRoUc1OnTkVeXp7Fdk6aePjhh522LuEYSUlJKMrNw4hdu6A163r19PCAn58ftK3YoczjjUjdBX1eHtauXdtqxxGEjooIO0FwA2jqe//991tso1fdG2+8AVeMLM6dOxfJyckW28ePH69GWbmiFUtHgpFUeswNyMhAkMHglDUEGwzon56BjYmJyixZEATHIcJOEFwcTgG49tprYbC6CH/88ccttqNoDR555BF8++23Ftv69u2rtvn4+DhtXcIx1iYmIrCgADFW0dS2JjYvT60jKTHRqesQhPaGCDtBcHEYlaPXmzmcOMFZn67GJ598gpdeesliW0hICFauXImwsDCnrUs4Bn0PMzMy0C8rW9W7ORMev29WNjLT0y38GAVBaBki7ATBheG8zkcffdRiW58+ffDyyy/D1fj9999x4403WmzjpIElS5ZgwIABTluX8D/oWedlMKBHQQFcgaiCAmgNBmzbts3ZSxGEdoMIO0FwUdgxyGaDqqqqhm2sT2NULDAwEK5ERkYGLr30Upsux3fffRfnnHOO09YlWKb0t6ekqNmvzRkT1hpwHT1zcrAtOVmtTxCEliPCThBcFKY0N23aZDO8fcKECXAl9Hq9mvfKf83hpIkbbrjBaetyVyjeb7311obv2VzAOa5PPfWU+v6JJ57AX3/9dcLXv/XWWxg2bJj6YsTU9P/33nsPleXlCLf6ObWETSUlmJKSjMu2bm32PsIL9Wpd1r8/zaWsrEzdTPDm57777nPIPgXBnZCJzILgoimzf//73xbb+vfvrzzgXAnOGmWkjhE7c2h1Yl1rJzQOnU6H9evXqwgWBR1T2YMGDWp4/Omnnz7p6++88071RVjXSJNosmPHDnz/9dcIsvJBbAkrjhzGHdHRuCCscaPHauvrobHqig4uL0e90YhDhw6hSxNGmLH72tPTNjbh5eWFJ598Upl27927t9H7E4T2ggg7QXAxKJZoF1JTU9OwjRewzz77THmMuQocWsMmDtbWmcPo0JdffqlEidC8iB2tYThy7eyzz8bSpUtxySWXWHgX0uCZ5s+9evVS3y9btkwJGo5vCw8Pt9nn/v37ld9hZ19fvJ+Vhe+GDcedaWk4Ul2N6vo63NQjClO7dkVuZSVuSU1FXGAAth09iv4BAXij/wC1ppcy9+E3vR7eHp6YFBaGbj7e+KGgAIlFxVhbXIxHevfBY3v2YHd5Gbw9PfFMvxgMDAzEW1lZyK2qRFZFBeICA1FRWwt/jQbbj5ahxFiDl2P7qznHb8+fj6uuugovvPCCWvPnn3+uoo/8e2AEjvOGTe+DQpeCdcuWLTZ/E+y8ZlR73759bfDTEgTXQ1KxguBiMCJjXUz+0EMPYfTo0XAlXnnlFTW31pyIiAisWLHC5WoA3Y2ZM2cqsUPPOW9v75N2FNPPkCJn0qRJmDdv3gmfl52djUvj4vDTiNPhq9Hg5dhYLB0+HF8PHYb3crJRfbzubl+FATf26IEf4kegsLoGm0tLUVRTg+8LCtS2FfHxmBMRgUu7dcfZOh0e79sHT/eLwZcHDiBQo8GK+BF4vE9fPJie/r9jV1Ti8yGn4am+/dT35bW1WDJsGO6I7ombUnfiqtOG4oVnn8VXX32FgoIC1TT03XffYd26dSp6zW2rVq1Sr+VjtNRJS0tzqRsdQXAVRNgJgguxceNGvPjiixbbOBuWdVWuBKNIFJvm8CLLiBGFhtAyxo4dq34XFi1adMrxa9OnT1f/jhgxQkW0TkT3bt3QNyio4ftP8/NwUUoKZv39Nw5UVSH/eJNObz8/9PMPUFG6gYEByKuqRCetFp00GjyckY5fCgvgZycaSwHIqB8ZFhSEqro6HD3eTHNOZ52K4pk4R3dsBF5sQAB6+fkhws8PdUYj+vXrh5ycHDVhheno008/XUWA+X+adKvXxMbitNNOa9LnKQgdCUnFCoKLUFFRobpgzbsDWfy+YMEClzL25USJK6+8UqVizfniiy+UuBBaDkUV04kU+YxQLVy48ITPNf1uMPV9ss5SpmpN3nXri4uRUlqqomY+np64ZOsWFbHjKDFzAcYRY3X1gNbDA98OG47EoiKsKjiC5YcP4+24gY1+P76elkLQ2/NYnR2PxNSuZ30dao1GVXLA98D6OTbesFbOHArX1phhKwjtCYnYCYKL8Pjjj6v0kjmM1DFi4Spw9isbIyhCzaEAMa8DE1rObbfdphpQOnc+Ft1yhFisO964UFZbixCtlxJ1qWVlSCsvP+lrmTpl9O3szp3xcO8+2GXn+acHBalmCvL30aPw1XiqSF9jqPPwhMbsuaypY1q2sLBQfX/48GEZPSYIjUQidoLgAtC+gsXh5jANZZ3udCa0kWDhOuu+zLnuuuvwwAMPOG1d7ZWYmBj15Sg8PD1Rc1w8TQgNxcIDBzApeTNi/AMw6BQ1kRR2t6TuRDXDdwDu79Xb5jlXhofjsT0ZuCglWUX9XoyJbfTaqrVaePv6NnzP5ggac1PgMXrHqOSnn36KgICARu2PHeRHjhxRDUhMZzOVKyUCQkfBo946nyIIQpsLpqFDh1p08fFClpKSgoEDG5/uak2YHqOtCQvazZk4cSJ++uknVeAvuDasW9v90084d916uBq/jDkD/c8/X8ysBcEBSCpWEJzMgw8+aGPN8Oyzz7qMqCOMHFqLOkaTvvnmGxF1bkK3bt1Q5ueHGhezoeF6uC6uTxCEliOpWEFwIqtXr1Zjt8xJSEjAv/71L7gKtNB49dVXLbaFhoYq+wma6QruAYWTh1aLkoAAhJWW2jxuZB1daSlqjEbVoBDYyLRnS+F6uK6mCjvW31lH+Bjp3rBhg4NXKAjuhQg7QXASJSUlqj7NHF5QWUvkKua+TN/RhNi6u/Lbb791aP2X0PpQhPsGBOCATmcj7CoqK1BcXIL6+mNedqWlJfD28mqTaOyBzsfW1dSbBDaVmKZqCILwPyQVKwhO4p577lGeXeawC5JeXq4AO3TpoWY87kVm4oMPPlC1dYJ7wZuFIfHxyI6OQu1xSxOWWBeXlKCoqKhB1Jlg00Jrw3VkRUXhtBEjXOZmRhDcHRF2guAEVq5caTO1geOjzIe/OxM6/XNkVXFxsU094LXXXuu0dQktg006Nf7+yA0LUynXIwUFMBhsrUu8vLzhY9al2lrkhIXB6O8vhsOC4EBE2AlCG8PaIJqvmtOpUycl9OwNNW9rqqqqlCed9QB1Tjh4/vnnnbYuoeWwNrJXTAx2RUTgcEEBjMb/zSM24efnr9KcxxzvWg966u3tGY3esbFqXYIgOAbnX0UEoYNxxx134ODBgxbbXn/9dfTs2RPOhqm5m266SfnqmRMfH6+GsruC8BSaT2lpKVZ9/z3yvb2QF2tZI+nh4YmQkFCEhoSoiROtTXpkJMrCwpAwblyrH0sQOhJylhaENmTJkiU246EmT55s00ThLDhB4rPPPrPYFhkZiRUrVjTaHFZwTTZv3qwEOn++SZs2IWPAABiOz4710nqhS1gY/P38HHa82ro6VFZW2oyeIyX+/tgdG4NR48YhPDzcYccUBEEMigWhzeBYJDrqs37NBFNQO3bsQEREBFxBdM6YMcOmSzcxMRHDhw932rqElsFT/Jtvvqmmg3ASA2GjwrVz5yJOo0HCps0I7RQIDwcmXysqK1VDBsDLiweCg4LgT1sT2qp4euLP+OHwiovD3OuuU/OQBUFwHBKxE4Q2THGaizry9ttvu4So27RpE+bMmWMzW5TRRRF17l3Pydm+9EU0iTrTJJHf//oLVVFR2DV2DOo9HHspOHr06HFRR+pRUlqifvcramqwYdBAVIRHYPLUqSLqBKEVkL8qQWgDvvzySyxbtsxiGxsUrrjiCjib7OxsdfFn2sycV155RW0X3BPWSc6ePRt5eXk2j40ZM6ahJOCbhQuxDsDonanQOsjixF7sr7KuFltiY3AoKAjnjR2D7t27O+RYgiBYIqlYQWhleGFlCpaGxCbCwsKwc+dOdO3a1alrY2Rl3Lhx2LZtm8V2du3Sr45RO8G9YDSO3ctPPfWUXS86jod7+umnldE0ycrKwtKvFsM/Px8jdu1CkMHgkCaNsvKyhu/Lg4KQNuJ05Pv7YfHSpTh06JAaR0dLHUEQHIsIO0FoRfjnxeaIH3/80WI7L2qM2DlbAEybNk2NBjOHY5p++OGHhgu/4D4cOHAAV111FX777Tebx3gTwc7m8847z+YxdmmvWr4cRbl5GJCRgZi8PHi24NJgqOAkiyJlaZIfG6saNfL0eiz//ntVa0pGjRol478EoRWQVKwgtPKcVWtRx/Srs0Udue+++2xEXf/+/fH111+LqHND+Hs2d+5cHDlyxOYxivUvvvjihOlPbr/6uuuQlJSETb4+yA3vjr5Z2YgqKICmGelZDy8vHOrZEzn9+qEgMFB14a5du1bdTJgQ7zpBaB0kYicIrcT+/fsxZMgQlJX9LyVFawd2wTZ1Lqajef/9921mwHJNjKC4ykgzoXGwKeKxxx7Dyy+/bPMYu1+ZduXEkMaO7MrPz8fapCRkpqdDazCgZ04Owgv1CC4vh5eZMLNZh0aDEs6i7azD/h49UFBdjfTMTCStXWvj29ijRw+sWbNGftcEoRUQYScIrQBrmxgl+f333y22M0LG1Kwz+eWXXzBp0iSL6AkjdKtXr8aECROcujah6TcPl19+ud2UZlRUFP773/+qGsrmQLsS1l5uS05GZXk56o1GBFZUIEhfBG+jEZ71dajz8ES1VotSXSjK/PzgodXCNyBAzaSdNWtWQ9rVGv6eUdiJ4bUgOB4RdoLQCtDG5M4777TYdv3116vUrDPZtWuX6og0b+QgNK1lGk9wH1inyd8p658lYTfzJ5984pDIMG8A9Hq9anjg15GDB1FdWYlaoxEarRbevr7o0r07unXrpr54TEYHKd6sJ5hY/43cfvvtLV6fIAiWiLATBAeTnp6OYcOGoaKiomFbdHQ0tm/fjqDjTv/OgLVXo0ePRmZmpsX2Rx55BM8995zT1iU0DdrS3HPPPXjvvfdsHvP29lY2NRxb5+yOZnojXnbZZUoMMnr366+/Wliv0Pz677//tknH2hOSVRUVqKuthadGAx8/P7tCUhCEY4iwEwQHwovS+PHjsW4dncH+B9OcTM06i6qqKnV8FsebwwvvV199JSkxNyEtLU2JJGt7GkKBxJ8lx4a5Wg2gKdV/7rnnWjyWkJCAP/74Qwkzpn4p9LanpFikfoP1enip1G+96rKt0WpRotPZpH6HDh0qDRmCIMJOEBwLC9hZqG7Obbfdhv/85z9OWxP/xJlmZVekOSNHjlQ1gIycCK4P0+W33norDHZ85thpzYaYTp06wZXh38K7775rM5+4b+/eyMzIgJfBgOjsHITrm9CsodMhOzoKNf7+6B0Tg4Tx42X+rNChEWEnCA6ChsOMllRXVzds69u3r4pCBAQEOG1dzzzzDJ544gmbwvqNGzeK+78bQBNpCiJ60FlDUc6bhmuuucbpqdfGwA5xRtb27dunonRjx47FuFGj0MNoRGxOLno0016l1tMTuWFh2NMzGmVhYRiZkKCigTKyTOiIiLATBAelm8444wykpKQ0bOOFlsXjvMA4C6bm2DVpTiB9xZKScNpppzltXULj2Lp1K2bOnImMjAybxwYPHozFixcjLi4O7gT/JmbMmIGLJk9GZGgoYtLS0DNzP7p27mx3FFlTYKo2IzISaTEx0PWIVPNo5eZF6GhIYY0gOIAXXnjBQtSRe++916mibv369bj66qsttrGWbtGiRSLqXBzebzMSx2YXe6LupptuUhFXdxN1pkaiW66/HnEaDUavWYMeu3ejtrrKwu+xubAOr39uLs7asAHG1F1YtOBzNTJNEDoSErEThBZCQccLsNFobNjGCy63+/r6OmVNvJhxZJO1j9jrr7+Ou+++2ylrEhoHmwhoY7J06VKbx9hVTcscRrzcEf5efrNwIXRZWejz51+or6o0e9QDXbqEwUvrmKknRk9PbBg0EProaFw6ezZ69uzpkP0KgqsjETtBaGG3KaNi5qKOtUMLFixwmqjjAHYOV7cWdTfffDPuuusup6xJaBwcu0WrHHuijs0uW7ZscVtRx+kTS7/6CrqsbIzZmYrOqtHDPPlaj6KiYjgq0qCtq8OYHTuhy87G0q8W20y/EIT2igg7QWgBTz31lBoRZu0Ld/rppztlPRSYrKmzXhNtJt566y23KLDvqJNK2B1KU9/s7Gy7c30TExPRp08fuCP8vVy1fDn88w9gdGqqSpl6e3mpek/L59WoZhFHweOM3pkKvwP5+H75cosbMEFor0gqVhBaUMPGGjpelE0w2sLxTjSKdQacdkFHf3OYFmYkKCQkxClrEk4OTXjnzJmjRr1ZExYWpmxOnD2GrqXQq27Tr7+p2rcgM7uW+uPG2RR0/8NDGQ9rHOitWOLvj9/PGI1R55wjY/OEdo9E7AShGdBLjClYc1FHE1ZehJ0l6t555x0bUUdhsHLlShF1LgpNe2n/YU/UTZw4UXXFuruoy8/Px6akJAzIyLAQdYTx42OmwpYpWXaZO5JggwH90zOwMTERBw4ccOi+BcHVEGEnCM3g0UcfVaPDrNOyzuo2/fHHH21m01JgLlu2zG3Td+0ZpgT5O3TeeeepiJ115zJ/lyj6IiMj4e6sTUxEYEEBYszGiZnjpdUi2GzUnsZTA59WuDmKzctT60hKTHT4vgXBlRD3RkFoRlrpjTfesNjGDtQHHnjAKethPR29zsyjh2T+/PlOtVsR7MMaOk6KsB7vRiIiIvDf//4XZ555JtpLhy8nSgzPylb1bieCBt6MeBtra1XTUWvUgvL4fbOysbVzZ7UuGT8mtFckYicITYCF3ddee63FNl6ImIJ1hss9oz3sgLUuOOekiSuvvLLN1yOcnO+++07VYdoTdUy5MvXaXkQd4dQVjgnjRIlTwQizv58fPFuxwSeqoABag8HurF1BaC+IsBOEJnD//fcjMzPTYttzzz2HAQMGtPlaKioqcPHFF9sYsLIrlqk8wbVscZgq58+L0SJzGKn6v//7P6xYsQJdunRBe6G2thbbU1LU7NfmjAlrDbiOnjk52JacrNYnCO0RScUKQiP56aef8MEHH1hsGz9+vFMMf9nMft1116nOXHM41owpWLE1cR04OWLWrFnKg86a3r17q7Fv9Khrb+j1elSWlyNcr4crEV6ox97ycrW+9iSkBcGEROwEoREUFxeraQDWdUGffPKJKnZva/7973+r0WDm0FmfzRJ+fn5tvh7BPl9++SXi4+PtijrWRXJ7a4o6lgcw9Wv6YpS3qbz88svNLhOoNxoRYjUq7D/ZWZickowLU5JxydYtyKk0nz5hy0e5OS16/aj16yy+Dy4vV+uyblqxhnW01dXVaCkclXbOOecozz76EQpCayMRO0FoBIzK5Vl19b3yyivo27dvm6+FxfUUduZ06tRJ2ZrQ/0twPuXl5bjjjjuU8LeGNZlvvvkmbrjhhlaPrNLmhnV7LYHCrqmNQUxzUjgFVlSoCRAmUkpLsaGkBN8NGw4vT08crKqCn+bkN0Yf5ebihh5RzX69NV61tWpdXN/gwYNPKuz++c9/Ntq+iM1L9m7ymGp/8sknsXPnTuzdu7dJaxWE5iARO0E4BcuXL1fNEdaTHDiiq62h0bB18wYvJosXLz7pRUpoO7Zv366icPZEHc2iN27ciBtvvNFp6XKWFIwZMwbDhw/HVVdd1RCV4ppGjBiBQYMG4dVXX1XbaMnCaDWjffx9379/v8VUFUagPv30U/X/Xr164aGHHlL7/e233/DtkiV49ZNPcFFKCp7ft08950h1NUK1XkqUke4+Pgg+Phv2r6IizPx7K6ZtScF9u9NQXVeH1/bvx1GjEVO3pOCJPRlNfr01H+bmqCjfi/Pm4ZOPP7aokx0yZIiyK+I8ZXpC0n9v7NixmDp1qnrO559/rp7DvzPe1BF+HtzGutaBAwfajYj6+PgoU2SJpAtthUTsBOEkFBQUqAue9SD2jz/+uM0vzGzaYPG9dXqI0Z8LLrigTdci2K97/PDDD1V0t9JOepCpfP6smMJvK0yijFCQcWwZRQmFF4UGu6c/+ugj3HbbbeoxnU6nPPZYO8q6QAoe1pWaon4UMicjKipKpZd37dqlBOxzkybh9Mz9uH/3bqzR65EQEoK3s7MwKXkzEkJCMa1rVwzp1An6mhrMy83FgsFD4KvR4M2s/Vh88CDu6dULiw4ewPLh8Wr/ZUZjk15/VUREw9oSi4pUhO+bocOQ0qcPnt60UVkF0X6Gn8fmzZuVCGPtHT8Hfk68kWIKldF6NiRt2rQJ/v7+SvCdffbZ6Ny5s3qvTLk7y8NSEKwRYScIJ4EXPOtaHF6ceQFrS0pKSpStCccvmXP77berL8G5UEDxBuDrr7+2eYzCgIJv9uzZbb4u61Qs0/W0+mDEztStO2XKFPX/hQsXYt68eSqNmpubi7S0tCb/ns+YMUP9++uvv2Lvvn14ODMTftXVqKytw+DAQJyl02HZ8HhsKC7G2pJiXLtjB94cMADV9XXYbSjHzG1/q9cz2jZRp7PZf6BW2+zXJxYX4Xd9ETaXbkFF6k4YNBplMs4ZvIyCU9QRijprKOhYJ2d67LLLLlOvmzZtGmJjY0XUCS6FCDtBOAHsVmSK0xyKK44Sa0sYQWGhfWpqqsX2SZMmqbSR4FwYmWJ0y140i40T/D3q168fXAHWgVHIWaeJ9+3bp9KP69atQ3BwsBIuFH32mjHMjbCtn8Noluk4Z44fj9k6HYbv3We5Dw8PJISGqi+d1gur9YUYFxKKiaE6vBgbe8r30NzX19UDt0dH45Ju3bClb19Ujh+HSy65RAm0lmB6z4LgKkiNnSDY4eDBg7j11lsttvFunZGXtkzBMr1H/7Off/7ZYjvrfNgV6wxTZAEN4oW1aJzuYU/U3XXXXSqV5yqijjBSt2bNmgbvw9LSUpXip8E1I4ssM2C0juPMTGg0mgbPt65du6raMz6f3Z72ZtwSRrc2JSdDbzSq7wurq3G4uhr7DAZkH69D4+92uqEcET4+GB7UCRtKipF3PIXNlKup21Xj4YHa41MrmvN6E+NCQ/D1oYOoqK1FtVaLkqNHVST8H//4hxK6JpHKVKypIclk/M3JMoxC0oOQz/v2229VuloQXBG5KgiCFbxg3HTTTQ0neBOMaISHh7fpWt5++2289957Ftt4caWZLS/CgnNgSpyR2x9++MHmMd4AUCiYiu5dCfq2sabu0ksvVbWabLxh9+fEiRNVYweNttkEMW7cuIbX8H2yQYANAO+//77qkGWDRHR0tNpuDzZgzL36ajw7bx7eKC9XzQ4vxcSiqr4OT+/di7LjQnFQQCDmhEeourhn+8XgjrRdqKmrUzdPj/bugyhfX0zv2k1Zm4wMDsbM7t2b/HoTE0J12GMwqAaL0ox06Navw8zZs9XEj+TkZBVdZQcr07IU5exaPuuss1SqlQ1U7GzlZ8DzAz8TPv9UNYcm+vfvr35nampq1A0Z/Sd79OjRwp+mINjHo56/pYIgNMAO2GuuucamdogptbaM1q1atUqJA/PUF+uAGHEx1UgJbc/vv/+uxrUxcmUNBRHtaNq6BtMVYWPC919/jQv/+FNZjLgKNRoNVp45AZNnzJBOcqFdIqlYQTAjJydH3a1bR8jefffdNhV1LHCnhYK5qCO0lhBR5xyYjmTUht2Q1qKOvxuPPfaYEt0i6o5BT0UPpjzbsAu4MXA9XJd4PgrtFUnFCsJxGLymISnrbsyh3UNYWFib1vexSYM1TObQlJhiT2h7aHdxxRVX4M8//7R5rHv37vjiiy9UXZlgmZL2DQjAAZ0OYaWlcBUOdD62Lnvdry2hsLDQ5neAEfYNGzY49DiCcCpE2AnCcdgYYd2kMGfOHOUd11bQ4JQWCowcmsPU3+OPP95m6xAsU+KsqeKF25rzzjsPCxYskOiPHdh0MSQ+HlsLCzEwOxsaO4bBbU2tpyeyoqIQP2KEWp8joaddS6d8CIIjkFSsIBy3e7j33nsttkVGRirPuraCaVcKCNpnmEMzVPqLOWtSQUeFzQX8nWD01FrUURTQ0JfNEyLqTszQoUNR4++P3FaKeFdVV0NfpEdJaSnqGlEunhMWBqO/v/jOCe0aidgJHR4KKnbCcb6nORRToaGhbbYOTgGwNrjt3bs3li1bpuaLCm0r9Jn2pjGtNT179lRmvlLreGr499M7JgZ7CgsRdeQIPB3Yq8e/22OC+9g+2XHKqNmJbn/qPDywt2c0esfGtunftSC0NRKxEzo8b731lk3tFKcItOWYLqbzOL7JHNqZcFIALSqEtoPdz7TzsCfqaGjLkVki6hpPwvjxKAsLQ0ZkpEP3a1Sdtv8TitXVVTBY3ZyZkx4ZqdaRYGblIgjtERF2Qodm9+7dePjhhy220cfLNAS9Lfjrr79U04Z1qo/ROw4WF9oGg8GgBD0jdTTutS6Cp4/hkiVLJNrTROj9ODIhAWkxMSh14JQGes5pNJZJJ/7cjLXHTJHNKfH3x+7YGIwaN67NvSgFoa0RYSd0WDiqizVt1gPbaS5L1/m2YO/evZg+fbpKI1kbE7MwX2gbdu7cqaYL0LzXGhrU0lCWk0ikzrF5cDpHaI9IJMfFwejpmMuOx/FZuObUox7FRcVmcTyo4yUPjIMuMlLVqwpCe0eEndBhYVTO2oqA47vowt9Wg+PtFebTR++WW25pkzV0dGhxw1rKkSNHKnFnzdy5c9VUgmHDhjllfe0Fjr6bMnUqDBER2DBooKp3cwQ+3t4IsPLJq66pRvlxqyAeh8erCI/A5KlTZQSf0CGQyRNCh2T79u0YMWKERaQsJiZG2RW0xVBvHnfSpElq/qQ5HND+3XffOdyKQbCFaTuOjuOIJ2soFmhKTWEnOA7OqP1m4ULosrMxemcqtA6wQOEljOO6LFOwHgjt1g0pQ0+DPjoal86erZpeBKEjIMJO6JA2FmeccYYqgjfBmZmJiYltUhTPP7mbb75Z+eaZQwsGrqGt0sAdmc2bN6taOqbC7Vl0sIGC8z2F1hF3S79aDP/8fIzYtQtBBoND/qYLzDpky4OCkD5yFOr79sEls2aJqBM6FJKKFToc7D41F3Xk/vvvb7NOx9dff91G1NELbcWKFSLq2kBUc+g9a63sibrbbrtN1dOJqGs9KLIunzsHmoFxWDN6NHb36NHi1Ky3tzcCAwLUfnL798fGs87CzuoqlBgMIuqEDodE7IQOF6lhtI5zP00MGjRI1VGx87G1Wb58uZpkYf5nR4+6P/74QxXvC60HaxmvueYaZSFjDYvwP/74Y2VnIrRd81JSUhI2JSUhsKAAfbOyEVVQ0KwJFZwokRPWGdu7dsURf38kbdqEtWvXqmYX1tHGx8e3ynsQBFdEhJ3QYWD3K+vqUlNTG7axmJoRGm5vbVi/N27cOBsjZNqaXHbZZa1+/I4MLWVmz56tZr5aQ6FPw2Ha3AhtT35+PtYmJSEzPR1aRthychBeqEdweTm8zG7ArKnRaFDCWbSddWpMGCdKhISF4amnn1b7NL9x4w2dmHwLHQVpERI6DJzsYC7qyKOPPtomoo4XGnbAWos6poVF1LUejMw+//zzeOqpp9SkAmsefPBBPPPMM8oTTXAOERERuGzGDBQVFWHbtm3YlpyMveXlqDcaEVhRgSB9EbyNRnjW16HOwxPVWi1KdaEo8/ODh1YL34AANfuVNar0GMzNz8fTTz/dsH92O/Pnz69ffvkFYWFhYjAttGskYid0CJiWYbTM/Ned0wWYpmntizrF3JlnnqnSveaw4/LTTz8Vb7RW4sCBA7jqqqvw22+/2TzGaR6ff/45zj//fKesTTi5GNfr9Th06JD6OnLwIKorK1FrNEKj1cLb1xddundXdan80ul0Fl3k9pqj+DdGY2JTJO+FF17AQw895JT3JwitjQg7od1DYUUfsj179lgUW1NoDR48uFWPzSjRjBkz8O2331psHz9+vIoetEVdX0fkxx9/VMKZNhjWnHPOOUrUyQSCjmVnZE7Xrl2VaBSE9oikYoV2D0eGmYs6wlRNa4s6U6rXWtT17dtXbRNR53h4IX/sscfw8ssv2zxGSxv+3BmpEZ/A9s2QIUPUmL733nvP7uOHDx9WqV+mbu1FCKsqKlBXWwtPjQY+fn4njRAKgqshETuhXcM0HCM05jBNQ7+41j45czTZddddZ9N9uW7dOgwYMKBVj90R2b9/v/Kms54mQnr06KEaJJiOF9o/q1atwrRp0yy63+011LAzd3tKCirNavqC9Xp4qZq+emWfUqPVokSns6jpGxIfr/wOZW6w4IqIsBPa9WQBFlTTENWEn5+f6k7l/M/WhPYl5557rkUqiB24TBFaC02h5XzzzTe4/vrrUVJSYvPY1KlTMX/+fHTu3NkpaxPanrPPPhtr1qyx+1j37t0xbuxYDBs8GAFGI6KzcxCub0IXrk6H7Ogo1Pj7o3dMDBLGj5e0vuBSSCpWaLfce++9FqLOVDTd2qIuIyND+aFZ1/dwRJWIOsdb2Nxzzz12U25sinnllVfU/F9pUOlYREZG2mxjhJ7G1AkjRyKsrAz9NyejX1lZo33zKPrCSkvV18DsbOSGhWFPYSG+3LMHIxMSkJCQILNoBZdAInZCu+SHH37A5MmTLbaxM5WpWdZatRas1WGql+LOWmS++uqrrXbcjkhaWhpmzZqlLDKs6devn5oB2xZWNoLrwaaZSy+9VKVbTc0SU6dMQWRoKGLS0hCRng5/bx9VL9cSmKrNiIxEWkwMdD0iMXnqVBURFARnIsJOaHewKJqNEeYmpYGBgUoA9O7du9WOS5sF2mf8/vvvNqlANktIwbXj+Oyzz3DrrbfCYGfO6BVXXKEieEFBQU5Zm+Aa8NLGFD1vqMaPHo1wgwFxycnwLy1Vj2s8NaoZwhGU+vsjOS4OhogITJ81U8aYCU5FZsUK7Q6m3sxFHfm///u/VhV1vIjccsstNqKONitffvmliDoHcfToUWVjwtFg1qKO9ZMcC/bFF1+IqBNU+n3kyJGYMW0aYsvLMfzPvxpEHfHUOO7yF2QwYPyWLQjZn4lvFi60KQERhLZEInZCu2Lp0qU28z4ZRWNqtjXrrFjL9cADD1hsY0H1xo0bVUem0HLY9DJz5kybNDdhhParr77CwIEDnbI2wfU4ePAgFi1YgJDM/Rizcyfqa2tVNJ+RdY2nJzqHhUHr4BsupmbXDR6E4l69cfncOZKWFZyCCDuhXdXVcC6kuSltcHAwduzY0ariatmyZUpMmv8pMXrE+h6p8Wo5/FzfeecdVafIi7I1N954I9544w31mQsCoY3JZ/PnozZ1l4qkaRvZIOGQY3t64s/44fCKi8Pc666ThgqhzZFUrNAuMKVCrScNvPXWW60q6lJSUnDllVdaiDrCdKCIupbDCAuL4O+44w4bUcd0K6N0H3zwgYg6wYKkpCQU5eZhxK5dbSrqCI83InUX9Hl5apShILQ1cishtAvYAclCaXNoUDpnzpxWO2ZeXh4uuugim1qvF1980SYdLDQdXhRnz56N7Oxsm8dYO8WfeZ8+fZyyNsF1YX3tpqQkDMjIULVvziDYYED/9Axs9PFBTEyM+NwJbYpE7IR2cSK/7bbbLLbRjJaRnNaqqysrK1OizrpJg5MmrGvthKbP16U4njBhgl1Rx5QsJ4eIqBPssTYxEYEFBYjJy3PqOmLz8tQ6khITnboOoeMhETvBrWEKlDVWTNmZQ7sLR1kZWMMxRVdddRW2bNlisX3ixInquGKG23w4q5NR1l9++cXmMYp12pxMmTLFKWsTXB+eBzIzMjA8K1uNBHMmPH7frGxs7dy5YS6tILQFErET3BrOY+VcSHM4L3TGjBmtdkwOkf/uu+8stjHdwlSwt7d3qx23vbN69Wo1f9OeqKO59N9//y2iTjgp/B3xMhjQo6AArkBUQQG0BoNdE21BaC1E2AluC72i7r77botttBf4z3/+02rHnDdvns0ECd6JU1y21MW+I3cwPvroozjvvPNUxM4cTgl58skn8euvv9odEyUI5pH07SkpavZrY8eEtTZcR8+cHGxLTlbrE4S2QISd4LZ1WBz6TsNacz788MNWG/ZOccHOW+t5pJwqwYid0HRYQ8cU9vPPP2/TWRwREaE+86eeekoMntsJLFPgxBATBw4cUD9b/ozJE0880TAGzB7scqfpN79oI2L6/4IFC9Q4v8rycoTr9Q5Z66aSEkxJScZlW7e2aD/hhcfWxfU5wsuRIwvp2xgfH29jiC4IRGrsBLfk/fffVxd9cziNgA0NrcHu3btx2WWXqeiSOWzQoDARmg7T2ddee61NfSThnN9PP/0UXbp0ccrahNaBUe3169er6BUF3ZIlS5T3pImnn376lFNl+EXCwsKU0DFBv8ramhqElJU5ZK0rjhzGHdHRuCCscb+DtfX10Niprw0uL0e90aii0Y39feaNq72Z1gEBAWqSTd++fZGamooLL7wQ+/bta9Q+hY6DCDvB7dizZw/uv/9+i21RUVHKpLY1KCwsVLVdxcXFFtvZ/UphIjSNqqoq9dkx+mINozDsiP3Xv/5l98ImuH/Ebvz48fjjjz9w9tln20yK4c0Zb6AoWHr16qW+pwE4I+PLly+3axuyf/9+dUNHobdr2zZM6T8At6al4Uh1Narr63BTjyhM7doVuZWVuCU1FXGBAdh29Cj6BwTgjf4D1JpeytyH3/R6eHt4YlJYGLr5eOOHggIkFhVjbXExHundB4/t2YPd5WXw9vTEM/1iMDAwEG9lZSG3qhJZFRWICwxERW0t/DUabD9ahhJjDV6O7Y/P8vOwedvf2JKejoULF6o1f/755+r3n96M55xzDl577bWG90GhS8HK5ixrf0bzzEBcXJzqzjeJZEEwIcJOcCt4EqOYsvaO44xQTploDRHCC8/evXsttk+fPh0vvPCCw4/X3uE4sFmzZtl0FBPO8qU33ahRo5yyNqFt4Fg4CpsBAwaoZiMKsoITNDvQXJwihyla1rc+/vjjdp+3a9cuPPfMM/hn377w3Z2Ol2NjEeLlBUNtLS7dugUXhIWp5+2rMOD1Af3R188fc7Zvx+bSUvTz98f3BQVYc/pIeHp44KjRiE5aLTaWlKjXnaXrjI9zcxGo0WBF/AhsLS3Fg+npWBEfr/aZXVGJz4ecpgTfg+m7UV5biyXDhmH54cO4KXUnlg4bjv2DB+PBVSvV+6SJOqPV69atUzcynH3MGl0KOr4PRuROO+20U36OFLw0QRdRJ1gjt8SCW8GoHD3MzGHd27nnnuvwY7Hm66abbsKff/5psZ21LbwwSUSpafCCxc/OnqhjFzO3i6hr/4wdO1bNUKaIZ3TuZPAGilDAMKJ1ImJjY9G9Sxd4HS+V+DQ/DxelpGDW33/jQFUV8quq1Pbefn7o5x+gonQDAwOQV1WpRFwnjQYPZ6Tjl8IC+NkRShSAjPqRYUFBqKqrUwKQnNNZp0SdiXN0x2p8YwMC0MvPD5G+vvCvr1dp2JycHFVCwnT06aefruoD+X9mIUzvozGijulXRr3ffvvtUz5X6HjIlUlwG3g3y+5Jc2hS+/LLL7fK8ZgSpG+aOezMXLFihap1ERpHeXm5Mm6m9x9TR+b4+vqqOkWOBmuNiKvgelBU0Xyaf18m4XYifHx81L+MSp2sq9Tf3x91tbXKO259cTFSSktV1IxRtT7+/qg+3iVrLsAYnaurB7QeHvh22HCc3zkMPxYU4F9pu5r0fnw9LYWgt+exOjseiald9f/6OnAr3wPr52644QYVieRXeno67rrrrob3cSrYhMGpOvy76devX5PWKnQMJBUruAVsWrj66qtVatT8AkEfu8DAQIcfj0XdjzzyiMU2nnQp6titKTSO7du3q9QrRbk1rBGioBsyZIhT1iY4D06KoWehIzvYPTUa1Hl4oKy2FiFaL/h4eiK1rAxp5eUnfR1Tp5W1tTi7c2ec1qkTLt/2t81zTg8KUs0U8UFB+PvoUfhqPFWkr7HUeXg2GJezpo4R6ttvv129/8OHDzfaCoU1eRTDnL7CGkVBsIcIO8EteOmll7Bp0yaLbfSw452/o+FxrGfM8qTMwufhw4c7/HjtEaaxaT3Dn1FlZaXN47SqefPNNyXy2UFhE4CjLYJ8/PxQo9ViQmgoFh44gEnJmxHjH4BBp7jxo7C7JXUnqhm+A3B/r942z7kyPByP7cnARSnJKur3Ykxsk9ZWrdXC43i0kLV0zDxQ4DF6x6gkO8Ab87ewePFilbotKSlpaBZjare1LJ4E98Sj3to8ShBc0E2eQ99ramoatvXv399u15gjfNVGjx6NgwcPWmynKTHvkoVTw+5hjnn7+uuvbR5jdJWCb/bs2U5Zm9B+ocDZ/dNPOHfdergav4w5A/3PP1+JOUFobSRiJ7g0TD2wa8xc1LFpgbVvjhZ1NDum3YC1qGM9zD333OPQY7VXWBTP1Ku9Qnc2TjD1KnVBQmvA2dDJjNppNPByoSkPXE+Zn1+rza4WBGtE2AkuDQ1LrecsclYro2qOhDUuV1xxhc2xWMfyzjvvNNTHCPZhSoleXA8//LCNiTNhcTjT6aZieEFwNBROHlotSgICEFZaCleB6+G6miLs6J1pHd3j386GDRtaYYVCe0OEneDS0R92zpnDQnt6WjkaGh6vXLnSYhvTvWyioDmqcGLoy8XGlh9++MHupAE2uEydOtUpaxM6Dvxd8w0IwAGdzqWE3YHOx9bVlFnSrJkzn6ohCE1B7E4El6SiokKJBfNuMZp5ciako6M+tA14/fXXLbbxJEyhFxoa6tBjtTc4q5JeXPZE3bhx49TFSUSd0BbQEmVIfDyyo6NQ20oek3X19TBUVKCqurpRz+c6sqKicJoYCQttiAg7wSWhw3xaWprFNkbqKCIcyS+//KKsF8xhhI6jjqQW7MRQcD/55JMqVZ2fn2/xGNPWjz32GNasWaNGvQlCW0ELlRp/f+QenzThSNhlWFBwBMXFRSgsLMDRRsykzQkLg9Hfv1Gmw4LgKCQVK7gcf/31l6rXMocu7aytcyT0VqOflLWHFEcXtYaNSnshLy9P1SNaT+Qg3bt3xxdffCHdf4JTYIS9d0wM9hQWIurIEWVY7CjYwGVeP8pmKx9vbzUWzR701NvbMxq9Y2Ml8i+0KRKxE1wKTibg4G9zFx6mXtkF68haN9aFTZkyRflBmUNTYnbhCvbhTEtGReyJuvPOO0+lXkXUCc4kYfx4lIWFISMy0qH7ZSmIh5ofYaIeRcXFFucqc9IjI9U6EsaNc+g6BOFUiLATXIoHH3xQzUE059lnn8XAgQMddgxOr6B7e2ZmpsV2zq185plnHHac9mY7Qx+/Cy+8UHXsmcPaITa5sM5OLB0EZxMeHo6RCQlIi4lBaSNGdDUWjiDr1KmTxbbaWiNK7TRqlPj7Y3dsDEaNG6fWIwhtiRgUCy7D6tWrce6551psS0hIwB9//OGwwmP+ujMix3ShOTRAZiNAY2Y1djQotC+//HKbyR+kZ8+eaiLHmDFjnLI2QbAHU6afzZ+P2tRdGL9lC7THZ8W2FF4sCwsKUF1TbdPF6uN9rKnL6OmJP+OHwysuDnOvu05F+gShLZGIneASMCXKQfHmUGRx1I4ju8mee+45G1HHAv/ly5eLqLMDDYU5Rs2eqLvkkkvU9A8RdYKrQTE1ZepUGCIisGHQQFXv5gi4l5DQUKuU7LFpK+yY5XF4vIrwCEyeOlVEneAURNgJLgEnO+Tk5Fhso6GtIztTOWeR3bbWI65WrFihiv6F/2EwGNRYMEbqrFNNrHmkaTM9/qQoXHBV+Dc9fdZM6KOjsW7wIBVJcwRajQZBQUEW29iAVVR2VB2Hx+Nx5ZwiOAtJxQpOh35xHOVlDm00aEXC8WGOgI7tEydOtBhIz31/9913qm5M+B+pqamYOXMmdu7cafNYbGysiuI52nZGEFqLrKwsLP1qMfzz8zFi1y4EGQyOSckWFqK6ukp9Xx4UhLQRp6M6qgdmX321KlEQBGchwk5wKjw5Dh482GI+KwuUt2/f7rCTI0/so0aNwuHDhy2205T47rvvdsgx2gM8FcyfPx933HGHMoi2hrWJjNQxyikI7gTPL6uWL0dRbh4GZGQgJi+vxVYoxtpaHCooQF5MP2QMGIA8vR7rNm1SHeNNmTIhCI5GhJ3gVOiHxuJ7ax+566+/3iH7ZxqRDRg7duyw2H7zzTfj3XfflRmwZp8TPxPrnwUJCAhQn5XYwAju3lCRlJSETUlJCCwoQN+sbEQVFEDTjMYKTpSg+XBaRATyvb2QtGkT1q5d2zBz+ssvv2yV9yAIjUGEneA0WKNFg2BzJk+erFKzjhBcPJFznJX1uCt23tKPTWbAHmPz5s2qlm7v3r02j9GzjqlXzs0VhPYAJ6WsTUpCZno6tAYDeubkILxQj+DycnhZmZWbU6PRoISzaDvr1JgwTpSgGfLCr77Ct99+a3Nuu/TSS5WpsfK/kxtIoQ0RYSc4hUOHDqkUbEFBQcM2FuIzshYREeGQY9x55514++23LbbFxcWpO+uQkBB0dPin/+abb+KBBx5QFyBrOGrt1Vdfha+vr1PWJwitSVFREbZt24ZtycmoLC9HvdGIwIoKBOmL4G00wrO+DnUenqjWalGqC0WZnx88tFr4BgSo2a8cE8ZzFiex8FzGzlhz+5OLL75YRcDZaMF/WeMrCG2BCDuhzeGvHK0yli1bZrGdNiRXXnmlQ47BWrDbb7/dYltYWJhqoujTpw86Oqxt5IQPRketoej9+OOP1c9IENo7TJ/q9Xp1s8mvIwcPorqyErVGIzRaLbx9fdGle3dlvs0v1s9ZWzDx3DVnzpwTHoPCj3XDgtAWiLAT2hx7J0GKCKYvHJGy+PHHH9W4sDqz2hnOc/ztt99UvV1Hh7N4Z8+erSIN1pxxxhkqutCrVy+nrE0Q3BFeRqdNm6ask05mIeTn52dXSFZVVKCuthaeGg18/PxOKSQF4WSIsBPaFIqJQYMGWcxoZSSN1hpdu3Zt8f6Zyh07dqwa0N1a0UB3hReU559/Hk899ZSF6DUf58aRalJ7KAhNIzc3V1k0ZWRknPA5NPnmLOztKSkWqd9gvR5eKvV7zOC4RqtFiU5nkfodEh+v6l3FN1JoDGKLLbQZvIf45z//aSHqyAcffOAQUUc7E/rhWYs6mhJ3dFF34MABXHXVVSpqaU2XLl3w+eef4/zzz3fK2gTB3bnvvvtOKOpoVDxu7Fj8vHIl/GtqEJ2dg3B9E5o1dDpsLSxU3bxs1kgYP17mzwonRYSd0GbQxoRpUnNoDeCIWi4aD7NYef/+/RbbZ82ahX//+9/oyPAzp1XJkSNHbB4755xzlKiTC4UgNB/zxgkTTJ8ye5AwciTCysowYPNm9D1a1mh7FYq+sNJS9TUwOxu5YWHYU1iIL/fswciEBFVWIiPLBHtIKlZoEyi4hgwZolIRJigmmDptqZknf4UZkbP2YGO9GCNUrGvpiLDT9bHHHsPLL79s8xinbjz99NN46KGHpH5HEFrIH3/8oayaWEdHmIGYOmUKIkNDEZOWhoj0dAT6+rW4G5+p2ozISKTFxEDXI1LNo5XRZYI1IuyEVof1XIwM/f777xbb6SXHk2FLYc2YdVSOUyvYAcvi444qpOlNx8/Amh49eigRPG7cOKesTRDa69/cww8/rOyUZl58McINBsQlJ8P/+KxljUaLbg4oOSGl/v5IjouDISJCzaWVEWaCOSLshFaHXnL0lDOHkyWYmm0p//3vf23q5ziSjCdXWgx0RL755hv1+VrXMhIaNnNsGH22BEFwLBxfuGjBAgTt3Yf+69ZCY1ZDx8h4t66Ou9E0enpiw6CB0EdH49LZs0XcCQ2IsBNalfT0dDUw3nz2aHR0tPJ0onFnS6B4O+uss1BdXW2RYmQk8IILLkBHg3WG99xzD9577z2bx9jp+sorryiBLS74gtA682gp6kIy92PMzp2oNBhQUlyMehy7xIYEh8Df39+hx2Rqdt3gQSju1RuXz50jaVlBIZWXQqvaa9AE13qgPCNGLRV1mZmZqlnCXNQRTlLoiKIuLS1NNYrQSd+afv36YdGiRRgxYoRT1iYI7R2OL1y1fDn88w9gdGqqsi7x9/NT9b1VVVXw8tJC4+n4WlYeZ/TOVPzp44Pvly/H3Ouuk4YKAZ7OXoDQfvm///s/rFu3zmZMFevtWgJTjBdeeKFNlycnTVhPm+gIfPbZZ0q02RN17DpOTk4WUScIrUhSUhKKcvMwYtcuaM26Xhkb9/XxaRVRZ4LHG5G6C/q8PJXFEARJxQqtAg2H4+PjLSJqffv2xd9//42AgIAW3RlzqsTPP/9ssZ1ROrq+d6S7Vfr1USjTrsQaRgr+85//4Nprr5XUqyC0Ivn5+fjvp59iwPYd6J+b67R1pPXogd1DBuPKa68V+6IOjkTshFax2aBvmrmoo7hgZKkloo73IKwRsxZ1nGTBVGNHEnVbt25VUTh7oo5NI5s3b8Z1110nok4QWpm1iYkILChAjJ0RfW1JbF6eWkdSYqJT1yE4HxF2gsN54YUXkJKSYrHt3nvvbfGcVnbXWjcG0C+Kg+yDg4PREaC4ZSRu9OjRdp3ub7zxRmzcuBEDBw50yvoEoSNRVFSEzIwM9MvKVvVuzoTH75uVjcz0dLUuoeMiwk5wKBR0nDdqTlxcnM22psJO13/9618W23x8fLBs2bIOM7CeJ+tLL70Ud9xxh03TCJtRvvrqKzWeraMaMgtCW8PSEi+DAT0KCuAKRBUUQGsw2K23FToOIuwEh8Hur6uvvlrVwZl7NzEF6+vr2+z98iRFs13rwfWffvopxowZg44Ai6JpG7N06VKbx0aOHIktW7Zg5syZTlmbIHTUrv/tKSlq9mtjx4S1NlxHz5wcbEtOVusTOiYi7ASHwQkQHBFmDp3YKTxa4g3FDljzUWSEkyYo9to7FLMvvvgiJkyYgOzsbJvHmeJOTExEnz59nLI+QXAVeKN33333tdnx9Ho9KsvLEa7X4++jR3HJ1i0YmJSINfrCE77mx4IjmLolRX0NSkrERSnJ6v8f5OQ4bF3hhcfWxakzvBkcPnw4CgtPvKa2Zvr06QgNDcVll13m7KW0WzpOtbnQqqxfv95mJunQoUPx+OOPN3uf9L+bNm0acqxOepw00ZL9uguHDh3CnDlz8Msvv9g8xskRjISyQ1gQBOf8fdYbjQgpK4PR2xvP9YvB/FM0UFwQ1kV9kbM2bcSiocMQYDWrua6+Hp4taHoKLi9X61q8eDGuuuqqRotdRvgcOTeaN6U0jLfmrrvuUo1dPH8JrYNE7IQWw8HXTMGap0o56WDBggXw9vZu1j65L+6TjQDmjB07Vo0ia+/dnqtXr1bC2J6oO/PMM1Vtj4g6oT3OW+XvPW/eYmJicMstt6g6WjYLsdubDUM0PWfDFGEkv7E1thMnTsSDDz6I008/Xe2LlkykvLxc7ZOZBXaam/7mKNw42YbPZeYhLCzMYn98PLCiQvnIdffxQVxgIDybeVoatX4d/r13Dy5MSUZmRQUey8jA9C1bMDklGR+bWajweS9m7lPPm7t9GwzH062f5uXh/OTNuCglBc/uTkN2aqo6/77xxhtqjCCbru6++271XhjF4/lFve7TT3HJJZeoz2bGjBkq60LRxTnSvXv3xo8//qh+BmzGokg08dNPP6kyGEYDud1U88sbTnqJDhkyRE0dOtHPgWMfhdZDhJ3QYh599FGbP2KeIE477bRm7/OJJ57A119/bbGNJxqe5FtSr+fqsD6Rn+d5552nLhzm8O73ySefxK+//orIyEinrVEQWpNdu3apv39OU/n999+V+S/TimwaYkd4S+ANJ62AOHrvtddeU9uee+45Ve6xadMmJVh4HAohlnswY8DyEnpwWnPk4EEE6/VwBMVGIyaE6rAyfgT6+vvjvl69sHT4cCwfHo+fCgtwoKqq4XnjQ0PV87p5++DnwmNNG+/kZGPpsOFYER+P+3r1xhnBITh74kQ89NBDWL58uZofvWfPHlWvzHPoP//5TzWCkPAmkc/59ttvG+bd/vHHH/jiiy9UupRemBTB+/btU7W8BQUFajzhb7/9pr5nGchHH33UkJ6eNGmSGhk5YMAAh3w2QtMRYSe0CJ4AeFdozqhRo/DAAw80e5+80+TJ1rrrk3fpXbocS2O0R1hDx7vZ559/Xl1YzImIiFCCjoLZkekSQXA1+vfvr774e86O+n/84x9qO6NAjOi1tL6LMDJn2hd9MZ9++mkVyeKxGMHjTRUbljimj5j+NaeqogJeZo1iLcHX0xNn6XQN3688cgTTtqRg+pYUFcHbZzCo7UzbJoSEqv8PDgxEXuUxwXdaYCfct3s3Vhw+DK2HB7yNRtSarY11uJxCw5tDRjhjY2Oxe/du9dj5559vMeJx8uTJ6rPn583IGs/nzJAw2sfPjGU3FIiM2PEz4w04RzwSduRLJsH5SI2d0KLJB7ybM4fRNNZONNcs+K+//lJ3k+bwJMOTR3v2Zvvuu+/UZ2nPf4onWqZM2rOoFQRzGyMTFCKm7/l/1oHx3GIq+2AnfnP2zXOKqWuU++LUmp49e1o891RDmepqax3mXUdhZyK7sgJfHsjH4qHD0EmrxR27UlFdf+z9epmVoLAOr/b48T8cNAgbSoqxurAQn+Tn4cmYfjYuAifC39/f4nvzz9v6Z2Gqw6N4++STT065L8E5SMROaDb3339/w52aCUbamhuC37t3r7qj5uQKa2NipibbI7wwcZrGxRdfbCPqeAF79dVX1UVHRJ0gHIMCjJNXiCl92BJ4bnnrrbcavjftm/W8pnIQ67IQ4qnRoK4Van3LjbXw12gQqNHgYFUV1hYXn/T5bLZgqnZsSCge6t1H/d9Yf0yImWDNHKfzUKwy1cpaRUZFmwMjdWvWrFH7IaWlpTbXAcG5SMROaBasRaEZrjnjx49XHU/Nobi4WNW5WLflc38s3m2P8OTKFA/rVKxhPSFPxEyDCILwPxjRZ+0bRd1FF13U4v2xw57nGdYEs8aVM65ZX8Z6Vv59sn6M4s88XUl8/PxQczwzkVZejht27kCp0Yg1ej16+fmpiFtzYBMG6+wuSElGpI8PRgSdfKoOo3ZMw5bXGsH43W1R0apLV2OWNWGDBNOxTK/yhpHvqbm1yrzJ5Otpls6mCQpIluPwnNUYmO5mXR9T3j169FCiuaP4kbYVHvWnijcLgh0RxnqLPLPWfobgWXdhr8j4VDBCx4Jb1pCZw3A/U5Ttsabsyy+/xM0332zjz0fYncYTZ0cZkyYIrgibC9hsYSoF4WSXJUuWNDzO89Xun37CuevWw9X4ZcwZ6H/++TjnnHOcvRTBCUjETmgybJs3F3WEKcPmiDreV7A93lrU8e554cKF7U7U8S6VXXf26lN4B/3mm2/ihhtuaPd2LoLg6rBRYPbs2aqujDdZ1n+z3bp1QzKjdhoNvFxoygPXU+bnp9YndExE2AlNgm3x1saSDK0z+tQcXn/9dXz44YcW23hCYl1Ze/M6ogUAUzu0c7CG3X+MCDBVIghC82Gdr3VNHFOt1o1ep4K1wtZlEixBoRceYdpWX1iIDd4+eDE62ub1fxUV4ZX9lrVn8UFBeKpvP7QmJQEB8NBqnS7s6D1o3dzCG3h63Qmti6RihUZD/yKmYM391Vh3QsESbefE1hiRyKYB819BRq1oodKeasv4/iheGek0eUeZQ0NQFm8HBAQ4ZX2CIDQdRvLeffNNRG7ZiiEttGFxJNt790LesGG49a672l3GQ2gc0hUrNJrbbrvNxjSXqcPmiDp2ntFXyfq+gh527UnUsR6RUTpGNK1FXWBgoKq1+/jjj0XUCYKbobze4uORHR2FWjujsxwFu14bG33hOrKionDaiBEi6jowIuyERsE0IWcPmsMuVo79air5+fnqtaw3M+fZZ59VjQPtBY5D48gde1YJ7LxLSUlR4lYQBPeE489q/P2RazVuzFGUlJbi4MED6oa66vjYrpORExYGo79/i6b+CO6PCDvhlBw8eBC33nqrxTadTqfSi00t8udcWc4utG6+mDt3Lh555BG0B2gMymaShIQEu0759K2jqz1nYQqC4L6Ehoaid0wM9vSMdpinHWv3SkpKUFxSgvLyY13zdXW1KNLrUXsS02Eef2/PaPSOjVXrEjouIuyEk8JU6U033aRmAJrzzjvvIDw8vMmCZ86cOUhOTrbxv2uOSHRFjhw5oqKRNG/mCdocnmxp38L0tbmjuyAI7kvC+PEoCwtDhgPmNzPlWqjXo9xQDoPBMqNRV1+HkpOYFadHRqp1JIwb1+J1CO6NCDvhpLDmjU0O5jBdam924qngcHtrp3hapHBbexA6HFjO2Yk//PCDzWOM3tGUk9FKQRDaD7zBHZmQgLSYGJS2cKRWfV0damtPPH+2sqoShooKm+0l/v7YHRuDUePGNfmGW2h/iLATTkhOTo7NJImuXbvi3XffbXJ0jR5QL774osW2kJAQrFy5EmGtVJ/Slt1xdKk/++yzVf2gOfycKGgp+qKiopy2RkEQWg/euIX2iERyXByMLWik8PD0hKenZdOD9bmWadrauv/55vF4yQPjoIuMVGPQBEF87IQTpmA5uocnEXM4RqypQoz2JUznmsOxNnRxb+5cWVeBtYJsgPjzzz9tHuvevbsaTSTu74LQvuH5bMrUqVhUXIIN1VUYs2MnPJvhJEYJ5+frq1KxJjiyizePJurr61BcXILOOp2qq9swaCAqwiMwbepUtQ5BkIidYBfWvP38888W21gfR9+5ps5D5ZxCjg0zh1E/dxc8q1atUl1x9kQdZ0vS0sXd36MgCI2DN3LTZ82EPjoa6wYPanTkjvKvrLwcR8vKQGMTXz8/i8cp6nx9LOe6VlVVorSyUh2Hx+NxeXxBIGJQLNiwb98+1S5vbkcSGRmpjIib0m3FhoszzjhDiTtz7r33XtU16q5w8PVDDz2kpmZYQ+8oOt+zeYJ32oIgdCyysrKw9KvF8M/Px4hduxBkMJz0+YePHIHReOzGV+OpQddu3XD40CGLdGtgQKCqrWN3LCkPCkLa6aejvndvXHbFFejZs2crvyvBnRBhJ9h0rp511lk2USg2BFxwwQVNEj/nn3++qi0zh80DbJZwV/PMvXv34vLLL8fmzZttHuPJlfNtx4wZ45S1CYLgOhZRq5YvR1FuHgZkZCAmL89uara6plpN9DEnNFSnzp8mqxOi1XqpKT8FRXrkx8YiY8AA5On1yD98WI1flJtIwRxJyAsWcLSVtai78cYbmyTqeK9wyy232Ig6doxy0oK7ijqaNN9www04evSozWNMN8+bN0/8owRBUGnRq6+7DklJSdjk64Pc8O7om5WNqIICaMy86I4e/Z94M1F29CiCg4MthF1VXS3yIiOwe+TpOOjri6RNm5QXJtO0b7/9tk2Tm9CxkYid0MDu3buV+DIffdWrVy9s27YNnTp1avR+XnnlFTzwwAMW29iCz0kMPXr0gLtBU2XOef3oo49sHqNNy2uvvaaEbHvw4RMEwbGwU35tUhIy09OhNRjQMycH4YV6+BcXo/jQQbuv0ek6o7C8DKWdOkEfHo6cnj1RHxiI2IED8fKrr2LLli0W87VZz9u/f/82fFeCKyPCTlDQTHfcuHHYsGGDxfY1a9Zg4sSJjd7PsmXLVPTK/NfKz88Pf/31F0aMGAF3Y+fOncqzj/9aExsbq6J4FMOCIAgno6ioSN0kb0tORmV5ufryLi5BaGkJtNXVvBij3sMDRm9vlIbqUBkUhMqaapRXViJl+3Y1d5oCjpkQWiuZw1rmxMREt82GCI5FhJ2goMfcww8/bDP6ilMSGgtnn3KKBCNc5nzzzTdK7LkT/LP4+OOP1WdQYccQlCPQOH0jMDDQKesTBME9YfqUFlA8t3Tr1g3dwsLg6+0NrUYDY20tKqurcaigQJW/vPzyyygsLGy4UebUHs6Z5muZgrU+hz/44INOeleCKyEVl4Lqdn3iiScstnGO6QsvvNAkP7eLLrrIRtTxZONuoq60tFR507GezlrUBQQE4LPPPlNfIuoEQWgOrDW2wFTGYVbOweicdekKMwSm86r1rGmew3fs2NFqaxbcB4nYdXDYfcUwvnnNBjusGNZvbHdnWVkZJkyYYLEPct1116mGAneqPWO3K7te2f1qDT3reGKVWhZBEJqTiuVYwe0pKSg8fJihO/gdPYrQ0tJjqdi6OtR7eqpUbBHTsEFB8PTygr6kRKVi+Vo2Z9GOiudUNk8wQ0InAxPDhw9X5TReXl5Ofa+Cc5Gu2A4OPdesBRk92Bor6phWuOqqq2z2wbq89957z21EHe9vmHZm04e1mTK57bbblPceC5UFQRCa1DyRmIjMjAx4GQyIzs7BaQcPwJiTC+1x/zp7BHYOgyE0BPv8/NB52DAkjByJjMxM/PLLL8oAnePD7rvvPpWuNcHzMM/pTz31VBu9O8EVkYhdB4b1GqNHj7YYVzNo0CC1nd2ejYEi0NpsmCmC9evXQ6fTwR1gDcs111yj5tZaw3m2rLVzt3SyIAjOb0hTdidJSQgsKEC/rGz0MLM7oQFxdXUNior0Fq8LDg5R51/W3JHDhw+jqr4OhT16IDsmBuVhYTjzvPPUfFoeg01pqampDa/nWDGef92xWU1wDCLsOii0NGnpCYFpVtahmcNUAffBjlF3gN26s2fPVjWC1jBFTcNhWr4IgiA42qCYl98DBw9YbOvatVuDqCOlR4+irOyYdyZnwx7o3x/58fHQ9eiByVOnqnNXS2/QhfaFNE90UFhoay7qyKOPPtpoUffrr78q7zZzKAzZAesOoo4nwWeeeUaljO2JOnaX0ahZRJ0gCE0dKbZowQLUpu7CWRs2oH9url1R11hoF2WC+4lMS8O4xCQYU3dh0YLPERYWps7d5tCe6cknn2zR+xDcF4nYdUBYdEvPOvMffVOKbmlkzGgWfZXMYcqSDROuzoEDB1Rd4G+//WbzWJcuXfD555+rcWiCIAhNFXXfLFyIzlnZGJWaCq1ZY4M9GhOxs54na+rODwgJxYZBA6GPjsbUyy7DzJkzW9QEJ7QfJGLXwSgvL8fVV19tIeq8vb2xYMGCRok61qNNmTLFRtSx6cAdRN2PP/6oulvtibpzzjlHdZ6JqBMEoTnp16VffQVdVjbO2LnzlKKuKfj5WTZtVVRUqlq9MTt2QpedjZXfLlXjIM3P4eyW5bne2oJKaP+IsOtg0IR4z549FtuefvppDB48+JSvraqqUk0E1lYg06dPb5LnnTNgpyvTq5MmTcKRI0csHuOd7bPPPouffvpJjT4TBEFoCmxiYE2df/4BjE5NbXzq1cMDHh7ml2EPdT6yxs/3f+lYUqcaL6rVcUbvTIXfgXykp6bi3//+t8XzMjIybIznhfaPCLsOBKNU1m7lTKmyZf5UMMJ30003qbozc+iCztSlvZORq7B//37l92RuC2CCBqB0gWeNiozjEQShObD7lY0SI3btalKkzuN4WtWEv78/PO1YRLF+Wau1zKiYzNN5vBGpu6DPy1NpVzZSmMNIHkdDCh0H170aCw6fpmCdKmVRLicoNEbQ0OmczzUnMjISK1assDgxuRps5uAsV+sZuGTq1KnK3Z31hoIgCM31qaOlCbtfg5qR9gzq1AlhYV1UE0RIcHCjmihMzgamuGCwwYD+6RnYvHYtXn/9dRu/TZ77jx491lkrtH9E2HUQ7r33XlXYaw7Tp43pYF2yZAkeeeQRi228s6Soi4iIgCvCk96tt96Kyy67DCUlJRaPsQ7ljTfewLJly9C5c2enrVEQBPeH5sP0qaOlSXPx9vKCt5f3SZ9jLeyOpWOrGr6PzctT68jLzbUpjWHWojGZGaF9IMKuA/DDDz8ozzlzzjzzTNxxxx2nfO2mTZswZ84ci22cJkF/N3bSuiJpaWkqHcHJF9b069cP69atw1133eU2UzEEQXDdMWGcKEHz4ZZYmjQGdsp6WYk/NlGY4PH7ZmUjMz0dc+fOVed4cz788EPVPCa0f0TYdYATzz//+U+LbRxe/8knn5yyLi47O1ulKxn9MueVV15R210Rpovpxbdt2zabx6644gpl2imO7IIgOAJ20XNMGCdKtAV+VinWyoqKhnQsiSoogNZgwPbt2zF//nybMhleC3hNENo3IuzaOXfeeaeqATHn//7v/9C7d++Tvo71GBdddJFq4bc+Mdxzzz1wNbhe3qVyNJh1ez9TGPTY++KLLxAUFOS0NQqC0H6gyfn2lBQ1+9U0Jqy18bVOx9bXKbcCE1xHz5wcbEtORs+ePdW53hyasTNbIbRvRNi1Y5YuXarEjDn0aLMeA2bvhMXolnXU6+yzz8a7777rcilMNkAwCsfuXGto47J582ZVPOxq6xYEwX3R6/WoLC9HuN5y1mtbp2MZtTMnvPDYuri+G2+8Eeedd57F4zxPsr5YaL+IsGun0KuN9iTmBAcHq1q7Uwmc+++/HytXrrTY1r9/f9VE0RgT47aCFiz/+c9/VD0d/Zqs4Ult48aNGDhwoFPWJwhC60IbEHa9m75MFiBNwZ4NUmM4dOgQ6o1GhJSVWWz/T3YWJqck48KUZFyydQtyrEpZrPkoN6dJr7duojg3dadFOja4vFyti+vjuZ7nfJ77zeG1gd6d9MJz5EQfZkR4Thaciwi7dggFD+e4Whvx0s+Ivm0n44MPPlDt8ubodDol9EJDQ+EqsE7k0ksvVQ0g1icnnly++uor9V6sT4KCILQfQkJCVMTe9NWcv/fmCDtmNSicAisqLHzrUkpLsaGkBN8NG46V8SPwbtxABGlPbif1UW5uk15vXWdHUWeejvWqrVXr4vpIVFQU3nzzTYvXHD58WHXOmr/uVHCSxcl46KGHcO655zZ6f0LrIcKuHbJo0SLl32bOtGnTbLpbrfnll19w2223WWxjhI4pXXaTutKsW96dc13WjBw5Us1L5NxEQRA6HpwgQ6Nedu1zJrTpxo8RfJZsDBo0CK+++qraRmNyjkfk+eTmm29WtiCnn356w75oEfLpp5+q//fq1UuJF+6XZu/fLlmCVz/5BBelpOD5ffvUc45UVyNU6wWv441p3X18EHzcWPivoiLM/Hsrpm1JwX2701BdV4fX9u/HUaMRU7ek4Ik9GY16/SXb/sbzR46gxqwL1xSp/DA3R0X5Xpw3D598/HHD4zk5OejUqZPF58RaZH4WpkY4pmiHDBmiylfYIEf4eXDb5ZdfrjIfJ4qI0rieN9R8ruB8RNi1M9goYS3O6NXG6NXJUrC7du3CjBkz1J2oOQzjT5gwAa4A7xhplMz1sGPXnlcfh1736dPHKesTBKFtMYkyfrGxq6CgQIkSCi/e4PFc8NFHH6nn8tzBrnh2svLGl2Lnueeea4j6vf/++6c8HqNf3C8zHyzzeG7SJKyIj0dRTQ3W6PVICAnBvgoDJiVvxrN792L7cVNgfU0N5uXmYsHgIfhueDyifH2x+OBB3NOrFzpptVg+PB5P94tp9Ot7+vtjZWlpw7roXPBXkR4Hq6rwzdBhePnCi5CyZQt27NiB77//Xk2eYKcssy/mlJWVqWsDmyqeeuopNYWHNcm0s+JnZbo20MeUNlL2IqIcp/bEE0/YjDMTnIfWiccWWiEFy7tS63Z2+rl169bthK9jynbKlCk2Rr78Y2anqSvAtAIjjowqWkPHdtqcTJ482SlrEwTBOZhEmQmWjLDpixE7wlQjz22EYoU3qrx5zc3NVUKFQq0p8OaX/Prrr9i7bx8ezsyEX3U1KmvrMDgwEGfpdFg2PB4biouxtqQY1+7YgTcHDEB1fR12G8oxc9vf6vWM1k20ElkkUKtt9OtP9/ZpeF19fR3+KCjA78Ul2Fy6BRWpO2HQaJCenq5udq+99lrVJctrwaxZsxpex2sFrxlsLjvnnHMahB+N3fk6ZnpoYn/aaaed8DN555131OdiLRoF5yHCrh1Bb7pVq1ZZbOMfselkZA+e+KZPn47MzEyL7fzDfuaZZ+AKrF69WqVUTDUj5kycOFF1/nK8mSAIHRtG9SnkeC40Z9++fUqA0JycjQQ8v9mrL2MzhnktmfVzOHHHdJwzx4/HbJ0Ow/fus9yHhwcSQkPVl07rhdX6QowLCcXEUB1ebMSkn8a+vqCw0GLyRI3RiNujo3FJt27Y0rcvKsePwyWXXKIEmgmWqDBauXjxYgsxfDL7K9N7PhGMXPIYjJQygsoRlXyN9QhLoe2QVGw7gePC7r77bottjNLxZHayCB/TFxxgbV2nxgjYqQyMWxuG+FkDw3Z9a1HHtTF1QNEnok4QBMJIHdOOpvGJnJHNm1b6XNKYnXVgjNbxvGGCQsRUgtK1a1dVzsLnM01pL0NAGN3alJwMvdGovi+srsbh6mrsMxiQfbwOjefXdEM5Inx8MDyoEzaUFCPveIdrmdHY0O2q8fBA7fF6uaa8Xm91fh7u7YOvDx1ERW0tqrValBw9qrIw//jHP5TQNYlUdsNaZ3D4OGsTGcHj87799luMHz++UZ/5l19+qT5v1uPxGsSUrIg65yIRu3YA7x6vv/56myHPrC052SxU/oFb+9wxNfHdd9+d8i6ttWENHb30rEUn4Xza//73vzYjcwRB6Nh06dJFnffYMc+mCd4Aci40I/txcXEYMGCAaoIYN25cw2uuvvpqVfTP2l3W2T3wwAOqQSI6OvqEzQBsOph79dV4dt48vFFerpodXoqJRVV9HZ7euxdlx4XioIBAzAmPgK9Gg2f7xeCOtF2oqatT9c6P9u6jau2md+2mrE1GBgdjZvfujX79w716IxD/q5se5e+HQxqNarAozUiHbv06zJw9W5WosF4uPj5eNcMxLcvxYkyzmqCI5fvlZ0BByc+Ez6dYE9wPj3r+FAW3hqbB1g0TnMBgnY4wh3Yg7HQyh3e0DKkPHToUzoTCkicfe6NveJJilxpP4IIgCM5CNSZ8/TUu/ONPZTHiDAoLC1Fllo719fVDp7AwrDxzAibPmKE6XE8ErxHMzFhfS2iVJbg3kop1c/bs2aMMhc1hxxbvUk/Ehg0b1B+1ObyzZXGxM0UdUwAcgXbxxRfbiDreaXI8zooVK0TUCYLgdJjO9GDK02oea1tiPWKsqrISRf7+al0na5gjvEZYl7HQ3mXv3r2tslah7ZBUrBvDuhBGtqxno3IuqrXTuAnWQtC3iO3x5lA0XXjhhXAWnBzBRg9aCVjDwl5GGFn7JwiC4AqwC9Q3IAAHdDqEmVmPtCU0Ky4pYTr2WOKtHvXIDQ5S6zpVlyo7iufPn6/GTJrgtYTXFNYpsvbQOjrI2kJzfHx8VKBAcC0kYufG8I7LvOOJ0GTTejagCRYSU7zRddz6Nc4cDM3iW9Zz2BN17OLidhF1giC4EhQ+Q+LjkR0dhVonNZox00JxZYLr2BcRgdNGjLARZvbgtcJ69ORff/1lM6mCsF7bfMoHv0TUuSYi7NwUmkayY9Q6smVyDLfXYcqaOtaFmMMRMBw1dqr5sa1BeXm56p6ilQmLd83x9fVVxpmconGi6KMgCIIzYelKjb8/csPCnLYGP7//jRgriIrCUQ+PJpm085phbXdCD1NeYwT3RISdG0KRxq4lc48lCjM2FbABwh733HMPfvjhB4tt7BKjnxHr19oauqAzCmevwYProjcSjTOdITgFQRAaA+dn946JwZ6e0ahz0rmKDROAhzp+Tr9+SM/MxO+//97o13PUmPV5mNcWXmN4rRHcDxF2bshLL72ETZs2WWyjf9CJRn/Ry+7tt9+2mdZAY0rWWbQlbMJmJG7UqFF27whp28L3JjMHBUFwBxLGj0dZWBgynOSn6enhodKx+bGxKAgMRNLataomuSnQOsraB5Xn4ZdfftnBqxXaArE7cTM455CRrpqamoZt/fv3V3Vo9ub4/fjjj8qJ3dxN3dvbW81STEhIQFtCV3JG4b7++mubxxhppLfS7Nmz23RNgiAILYUzVjf9+hvO2rABQVbNbG3BIU9PrD59BH7btEnVyDELQ1N3RhQbS0VFhZq5yzFkJrgfCjxnW2AJTUMidm4EDTc5u9Vc1LF4ll5E9kQd6+nYfGAu6gg7odpa1LHIlqaf9kSdqXFCRJ0gCO4Iz6ehPSKRHBcHYxs3UvB4O4cPQz7ny65dq7bxGrFs2bIm7YfXEOuJQ9wPU7K89gjugwg7N+Lpp59WA67NefDBBzF69Gib57LzlR2w1tMoHn/8cVx55ZVoKygqWZxLp3d7LubsxuXJqF+/fm22JkEQBEfCGbNTpk6FISICGwYNbLN6Ox6Hx6uIiMRRg6FhNBppajqWnHHGGeqaYp0lcpW54ULjkFSsm8BmgrFjx1r84bIOjWFy83Z3Qo+6s88+Ww28Noc+cTQhbquGhCNHjqi7PeumDUKPJRbs0lNPEAShPUCf0G8WLoQuOxujd6ZCa5UtcXSkjqJOHx2NS2fPVjfIHMNognYnBw8eVPXUTYGNEyz3YYOb+b54PRHbKfdAInZuAGsfKJDMRR3vEBcsWGAj6qjTaSFiLep4J0Yh1VaijgaXrMuwJ+oYvaMHkog6QRDaEz179lQiq7hXb/w1fDhKW2nmdom/P/6MH66Ow+PxuBdddJFFSQ6vF0uXLm3yvnlNYUqW1xjzffEaZG1sL7gmIuzcAKZP09LSLLY98cQTqtDVmn//+98qKmcO/+hZb2GvDs/RsD3+ySefVA7lBw4csHiMovKxxx5Toi8qKqrV1yIIgtDW8Hx7+dw50AyMw5rRo7G7Rw+HpWa5n7QePfD7GaPhFRenjsPjmRrQ2ChnTnPSsYT10LzumEMXA+ttgmsiqVgXhx1ObEU3/zGNGDFCReSs/ef++9//2tTP0aOIIfqTDYN2FLm5uer4f/75p81j3bt3xxdffGEzkkYQBKE9wpvcpKQkbEpKQmBBAfpmZSOqoACaZqRnOVEiJywMe3tGK2uVUePGqdIc86gaWbJkCWbMmGFxM00HBN5kjxkzBr169Wr0Mdk4wdckJydb7I/nd2ZdBNdFhJ0Lw2kMTGfu27fPIkzOP7RBgwZZPJfi7ayzzrLoXmJ306pVq3DBBRe0+lrpiXfNNdeoeYL2xtYwbXyqodSCIAjtjfz8fKxNSkJmejq0BgN65uQgvFCP4PJyeJmV11hTo9GghLNoO+uQFRUFo78/esfGImHcOISHh9t9DWe9du3aVU31sYaBAArNptTJ7dy5U7kWmF9X+vbtqxoqAgICGr0foW2xlPuCS8HuJHNRR5599lkbUZeZmYmLL77YpiWd8/5aW9TxmA899BBef/11m8dYcPvcc8/h/vvvt2ihFwRB6ChERETgshkzUFRUpFwNtiUnY295OeqNRgRWVCBIXwRvoxGe9XWo8/BEtVaLUl0oyvz84KHVwjcgAPEjRuC00047qS8d6+BoZWUdxTOPwLFMpynCjtcaXnMeeOCBhm179+5V16b//Oc/TfwkhLZCInYuyurVq9UcV2uvJBphmg93LikpUSH51NRUi+fedtttrf6Hxz9wzp/dvHmzzWOs++BJhKF8QRAE4X8CTK/XKwNhfh05eBDVlZWoNRqh0Wrh7euLLt27qwwHv+ggYH7OP5kdFuubTwYFGicXNXW9nGpk8sgzv0ZJaY1rIsLOBaFYo5VJTk5OwzZ/f38V/jb3e2MNB4tlf/75Z4vXM0q3YsWKE965OQIW5d5www02Pnnkkksuwbx585rkei4IgiA0n3/84x/49ddfT/ocTvfhebupZGRkqLIgOjSYiI6OVpYoQUFBzVqv0HpIKtYFueeeeyxEHeFdlrmoox6/8847bUQdQ+eLFi1qNVHHGg7OFPzoo49sHmP932uvvYZbbrmlzWxVBEEQBGDy5Ml2hR3PxZ07d1bRP5bELPryS1RVVKCuthaeGg18/PxOGSGMiYlR1yBec0xkZ2eraxVv4gXXQiJ2LgabEOhHZA7Nhn/55ReLOrW33npLTW0wh0WzHN3VlM6npsBCWpoc819rYmNjVRTPngWLIAiC0PpTfjiL++OPP1bfBwcHqyhb/JAhCPD1hdbDA13q6xFSXAwvVdNXr+xTarRalOh0FjV9Q+Lj1WvNsy7cP6OCtKuyvmZZ26wIzkWEnQvBjlLaktAt3NyuhOFuk1cRYacrzX3NZ8AyWsY/uNaoaeOvCE8WvFszD8Wb4Pzad955R/koCYIgCM6B14Q77rgDhw8eREzv3vCvqUFUdjZC8/MRUFKKqC5d4HGqLlydDtnRUahhF25MDBLGj2/owuVYSJYJ0bHBBB/jXHJG+gTXQISdC8FxMNbmwgxzX3/99Q3fs6uKTRTmf1iEr2Mjg6MpLS3FTTfdpNK71rDd/d1331XCThAEQXAB37zERHjl5yNi1y50zs1t8M3z8PBEePfujfbNyw0Lw57jvnkjExLUdYclPrwmWdfp8dr15Zdftsr7EpqOCDsXwdpY0lQzwTC3qV6NkbxRo0bZ1N9x2gQnUTgadrtSLLL71RqG6Zl67d+/v8OPKwiCIDQeXhtWLV+Ootw8DMjIQL+8PJTo9ais/F+GRav1QtcuXZq0X6ZqMyIjkRYTA12PSEyeOlXV4TH1aj0uktewSy+91GHvSWg+IuxcgMOHD6umh4KCgoZtrG1geJseSIQp0IkTJ2Ljxo0Wr+Wkh88//9yhzQr8laAHHlvj6X1kDa1UXn31Vfj6+jrsmIIgCELTycrKwtKvvoJ//gGM2LULQQZDw2P6oiJUVVbCU+OJzp3DoG2EbYo9OPM2OS4OhogITJ81U0XuWDZUXFzc8JywsDBVf81ab8G5iGusk6GIYqrTXNSRt99+u0HUsW6CA5itRR396xgWd6SoY50f6/f+9a9/2Yi6kJAQfPPNN8ofT0SdIAiC80XdNwsXIjRzP8Zv2WIh6oguNFTVwHXr2q3Zoo5wv9x/yP5MdTymfXmNMofXMDoiSKzI+YiwczKsS1i2bJmNDxxrFkwwzfr1119bPIedr0uXLnWowOJcWqZYmf61hk0ZW7ZsUWsTBEEQnJ9+ZaROl5WNM3buhLYZM2ibAvc/ZsdO6LKzsfSrxapDdvr06RbP+fbbb9XMcsG5SCrWieTl5akULA2JTxTO5oxVRuvMoSHkunXrMHDgQIesg87izz//PJ566imLTlsTHBlGV3POGhQEQRCcCyNmn82fj9rUXSqS1tqizuLYnp74M344vOLiMOmii9SoM/OMEzM7vIaZMk5C2yMROydBPf3Pf/7TQtSRDz74oEHUMYLG55hD40hG7xwl6g4cOIDzzjtPRQWtRR3X8dNPP+GFF14QUScIguAisPuVjRKsqWtLUUd4vBGpu6DPy1MTKd577z2Lx1l3x+uWxIychwg7J8HauB9//NFiG9OvplQnO1EZ5rauc2NdA4WYI+DxmXr97bffbB7jDECOMHPUsQRBEISWk5+fj01JSar71bqmrq0INhjQPz0DGxMTlQ3K7NmzLR5nx+z8+fOdsjZBUrFO4VQmj7zjYU1bWlqaxes4aeKNN95o8fEpFh977DG8/PLLNo8xIsi064MPPtiowdOCIAhC27Fk8WIUrF+PszYnq+kRzoJWKGtOH4GwMWNw9jnnqLKiU5nrC22DROzaGKY7r732WhuDYUbwKOooui677DIbUUffoP/7v/9ziKgcP368XVEXFRWF33//HY888oiIOkEQBBejqKgImfSpy8p2qqgjPH7frGxkpqcrZwbrmbFHjx7FddddZ7duW2hdRNi1MRy9RfFkDidL0IyYwdPbb7/dZpAzi1M5WaKlYotWJZzlynmy1tDiZOvWrRg3blyLjiEIgiC0DiyP8TIY0MPKHstZRBUUQGswqIlIDD5QyJnDMh9OJxLaFhF2bUh6erpKcZoTHR2N1157Tf3/9ddfx4cffmjxOF2+V6xYocLazaWyshK33nqrigRaN2t4e3srM2JarsisP0EQBNeE7gXbU1IQnZ3TMCbM2XAdPXNysC05Wa2P1zJmfszhNY9NFkLbIcKujeAv/TXXXKMmSJjDAlPalyxfvhz33XefxWP0qON2ir/mwpTu6NGjbTqXSL9+/ZRtyp133ulQk2NBEIT2zqeffmpzzm5N9BwRVl6OcL0efx89iku2bsHApESs0Ree8DU/FhzB1C0p6mtQUiIuSklW///AaixlSwgvPLYuZoLOPPNMFSwwx2AwqGsfr4FtTU5OjprYRBcJZr6s/WDbKyLs2gjWx1FEWY/mYvcpU6DsiLXuY6GHHWfDNpfPPvsMI0aMUGFya3i8lJQUxMfHN3v/giAIQttw6NAh1BuNCCkrQzdvbzzXLwZTwk4++/WCsC5YPjxefXX19saiocPU/28yi6rVtbBWL7i8XK1r8eLFuOqqq7Bnzx6VITJn7dq1KiNljqOFnr1aPq1WqxoOU1NT8fPPP+Puu+9GeXk52jtaZy+gI0Czxscff9xiW9++ffHSSy+p1vULL7zQ5pft2WefxYwZM5p1PBatUjRyhqw1/v7+aiQY76AkSicIQkeGzWTTpk1Tc085spHTFM4//3zl3clzMqf7PPfcc6qMhedpNr3xuXzdqWCkiNkS1kyzHOarr75SnaPcL8/PvC5QjLz44os499xzlXC7/PLLceTIEVx00UX46KOPLIx/+XhgRYXykevu46O+PJt5Ch+1fh2mdOmCTSUleHNAHD7Jy8POsjJU1dfh0q7dcH2PHg3Pu6RbNyQWFUHn5YX3Bw6Cv0aDT/PysPDgAXh7eCI+qBN0XcLw319/VdeXP//8U01U4pd56Q+dGKqqqpCcnKyijyz9YRQtOztblSnRsJ+Zpe+++w5//PGHCjp88cUX6rX0U6WBPj9HfobMdDEy2LlzZ2W1wuczGjdgwACL90m3CX6R7t27qwEAPHZAQADaMxKxa2XY5Tp37lxUV1c3bKOgYjTN1LTAX2hz+Hx2pjYHRv8YpbMn6nhC2rx5s+rKFVEnCIIA7Nq1Sxm0s2yFjW00/2Va8Y477lA3wS2Bxu48595zzz0NtdQUihSJmzZtUoKFx2G25t///rcSmbS94o2/NUcOHkSwXg9HUGw0YkKoDivjR6Cvvz/u44jK4cNVNO+nwgIcqKpqeN740FD1vG7ePvi58JjQfCcnG0uHDceK+Hjc16s3zggOwdkTJ6opRSwf4vuyNtGnqGPnLBtA+ByOHzPNu6Uwo4ijgOb1iaJ33759aowlxe0rr7yiGjH4fZ8+fZToJRRpkyZNUrYq1qLOGgpKRgmtawDbIyLsWhne+THlac69996rfOoo4PjLZg6tSNhA0VThxRMDT0K8Q7RXqHrTTTepO9K4uLhmvhNBEIT2R//+/dUXXQd4fmTUjtBrtDGRuZNhmqXKm23TvpgSpFcoHQp4LEbwGI1junLWrFnqOaZ/zamqqICX0QhH4OvpibPMmuVWHjmCaVtSMH1LCjIrKrDvuPFxgEaDhJBQ9f/BgYHIqzwm+E4L7IT7du/GisOHofXwgLfRiFqztSUmJiqHB17rzOFnwCgb68pN0BGCnz0/bzYJsvyI1z9TZHT9+vWqnIjXTH5mjMxlZmaq1/r5+alu3FOh1+vV9da6ObG9IqnYVoSC7plnnrHYxhMHtz366KMNdywmeJfGbT4+Pk32NqJlCtMG1vAPiHdJzU3rCoIgtGfMz7eenp4N3/P/jPCwTstUv8WoU3P2TeFiqinjvuh0YG3ce6pZAXW1tQ7zrqOwM5FdWYEvD+Rj8dBh6KTV4o5dqaiuP/Z+vcwCDJ4eHqg9fvwPBw3ChpJirC4sxCf5eXgypp/dGjde61atWmXhy8oIJjNLFGnE/PO2/lnwM+NnR/H2ySef2Oyfqd9TUVVVhYsvvlhFE8eOHYuOgETsWgn+Ml199dVqWLMJ/oIyBUtPOtZVmMPByStXrlQ1AE2Bd3n8A7En6kaOHKlC1yLqBEEQmgcFGIUIsb4Zbw4c0/jWW281fG/aN0WHqWvTXvemp0ajpj04mnJjraqbC9RocLCqCmuLi0/6fDZbMFU7NiQUD/Xuo/5vrD8mxEzQD3XRokXK2cH6WkcBy+hZY0UyI3Vr1qxRKVtSWlraELE7FfX19aqe/Oyzz8acOXPQURBh10qw0JO1EuY8/PDDqvWbaVFzeEe4ZMmSU9YImGMqup0wYYIqPrWGbfgMh7MeQRAEQWgeHGjPm27eQNs71zYVNtKxqYCNA6xDe/XVV9X2J598UpnIMyXJGjPzdCXx8fNDjfZYki2tvBzjN27AjwUFeDA9HTP/PiYOm0NcYKCqs7sgJRmPZKRjRFDwSZ/PqB3TsLROoeXKbVHRMHp7Q3N8bYQzz3nt4Xvh+6ILgzmsiWM6ujF06dJF1dRdeuml6jPjNc8k8k5FUlKSalqhTyt/fvzisds7Miu2FWBNAAcjm4emhw4dqrqE+EvJfL85zPvfcMMNjd4/6zF49/HLL7/YPMaIH6OCrFsQBEEQ3AN2fLLZgpkdRuwoSHjDb4Ldtbt/+gnnrlsPV+OXMWeg//nnK/sue7B5kBkkc+stRviYcWJduOBYpMbOwTAixxSsuajjH+vbb7+tCmmtRR27pZoi6lavXq28giju7LXXs7MoMjKyhe9CEARBaEvYKEDrDtaVBQcH29SUcQpRMqN2Gg282sDst/64q4NWo7FIs1rD9ZT5+an1nQhak9CXleKO+yS8RvJayXIhNkEIjkMidg7mX//6lzJENIchZ7ZqW8+IpdUJazYaMwOWtXoMabPL1vpHxj86tuvTJ6il82QFQRCExkP7EuuauLvuukvZdrQU2oaYxlDyGqAvLMQYbx+8aGca0V9FRXhlv2XtWXxQEJ7q26/Jx+UVprCgANU1tOnyQGBgoOpYtVfhVxAUhMQzRuOam29WadNTfVa8TllfM01WMC2BkT/rur1ff/1VdeF2NETYORB68TBqZg5bt1lHwfEz5jDX/9dff6k/mFPBug7WKLBewJqIiAj897//VaNcBEEQhPYJI3nvvvkmIrdsxZAW2rCciqrqahQe96wzj7qFhoTaBA+29+6FvGHDcOtdd50ysEBxyiYReviZoLUJgx4sUxIcgzRPOAhOe7C+Q2NHEH3prEUdnbDZ7t4YUWcq+rQn6lhHx44qEXWCIAjtG+X1Fh+P7Ogo1J4kNeqYY3H/HjZ1cpyKwVpAE1xHVlQUThsxolHZIjYKsgbc3NbE1LnKqR6CYxBh5yDuv/9+mxZsjoexDjGzloCirsfxkS0ngiHlO++8U9Xl0afOHNbscfYs93Oq0LcgCILQPmATXo2/P3KbaIvVVLQararzsxZ3dfV10BfpUVJaotK1OWFhMPr7q27VxkIvV6ZkzeG184EHHnDY+js6kop1AKyDuOCCCyy2DR8+XJkyVlRUWGxnOztbwU8G5+ZRFLKo1JrevXurbikWoQqCIAgdiyWLF6Ng/XqctTnZYYbFJ6K6pkYFFmprbSdeaLy9se2889E1YSwua6JXKtPKLFuiJZc5nMrBublCy5CIXQspLi5WUx+so3Kc/2ot6ug7dypRx65Wjp+xJ+pmzpyptouoEwRB6JgkjB+PsrAwZLSB+4G3l5fKCvn62natZvXujVytBiWlpU3eL9O2LFGynhxx3XXXKY8/oWWIsGshd999txJx5rAL5/Dhwza/sCcLNXNeIGv06E9nXWvAWr0PPvhAOXkfC48LgiAIHRHWaI9MSEBaTAxKGzFSq6VwlJguNBTBwSHwOJ6aLQ8KQsaAAUjcuFEZOPP6xmtYU+AIzVdeecViW25urrqmCi1DUrEtYPny5Zg2bZrFNt7dsMDUHDY3MMTMriJ70LSRQ5/N5+mZ1yMw9UoHb0EQBEFgd+ln8+ejNnUXxm/ZAq2dOa2tQY3RiILSUmweOxa7jDX45PPPG2bgNudaRS87jlijLYn1tfWiiy5y+Po7ChKxayYFBQW48cYbLbZRuFmLupiYGFVXZ0/UUVO///77yhLFnqhjipdt4SLqBEEQBPPu0ilTp8IQEYENgwa2ygxZe2i8vLBvwgSUhHXG8u+/bxB1ZNeuXepaxuxSY+NF9GCdP3++8sgzh6b9hYWFDl9/R0GEXTO57bbbbKY/sB3cnNDQUDVj0J5BImvzWDN3yy232Jgq0gaF3nTz5s1DQEBAK70DQRAEwV3p3r07ps+aCX10NNYNHgRjK1ugcP88jr5nNK67+Wa8/vrrNpZdtEK5+eabVQaK17jGEB0dbWPqz2vr7bff7tD1dyQkFdsMGG5m16o5NFk0/yh5R8X061lnnWXz+g0bNqjXc4SMNfHx8Wr//fo13S1cEARB6FhkZWVh6VeL4Z+fjxG7diHIYHD4MUr8/ZE8MA4V4RFKTPbs2VNtz8jIUNeylJQUm9f06tVLXcsYxTsVvHYy9bpq1SqL7YsXL8aMJnbcCiLsmszBgwcxaNAgi5mv1qKOfPzxx6qg1LqegP5zjzzyiKqRsIZFo+ycNTdvFARBEIRTXZdWLV+Ootw8DMjIQExenkOsUJjiTY+MxO7YGOgiIzF56lQVKTSHGSc2Br711ls2r2eAg2MwORP9ZPNmyYEDB9S11dy3ldmunTt3nnQOrWCLCLsmwI/q4osvVoWdJ4O/5C+99JLFNtbeceDxDz/8YPN8nU6nWr+lWFQQBEFoDgwWcELRpqQkBBYUoG9WNqIKCqBpRmMFJ0rQfHhvz2hlrTJq3Dg1CoxC7UTwusgJEtaG+mTSpElq4sSpDPUXLlyoxmeawwbFpUuXqgCK0DhE2J0CRtl4R0JvOv5i8hf3ZHBSxJIlSyzuTtasWYMrr7xS3ZFYM27cOFVPFxUV1SrrFwRBEDoO+fn5WJuUhMz0dGgNBvTMyUF4oR7B5eXwMmt2sKZGo0FJQAAOdNapMWGcKNE7NhYJ48Ypi5XGkJOTg9mzZ9sdgcl98FpnPU/dHMoRpl7ZcGjOggULlBUYvWGZ0TpV9K+jI8LuJHz//fdKkPGXiY0O3333HUpPYsbI+rg///yzoeGBd1DPPPOM+rL+mHn38eijj+LJJ5886V2QIAiCIDQVRs5opbUtORmV5eWoNxoRWFGBIH0RvI1GeNbXoc7DE9VaLUp1oSjz84OHVgvfgAA1+5VjwtgA2FR43Xvqqafw/PPP273uPf7443jiiSdOOFuW2S2mZM0dJoKCglTkjjV3DLJ8+eWXala6YB8RdieBDQx79+5t1HMjIyOxceNGRERENBgtUhRS6FnDGgX+Yp599tkOX7MgCIIgmKAlCWvC2WnKryMHD6K6shK1RiM0Wi28fX3RpXt3VcfGL5YGnUh0NYXVq1fjqquusnGPIBMmTFDRO1437cHU68mmNNHceM+ePS1eY3ulQwg7e7/YVRUVqKuthadGAx8/P5tf7KNHjzb6boVjUTjzjvNhCS1OmLK158Nz/vnnq7By165dHf4+BUEQBMFV4PV27ty5yiHCGjZGsLxpypQpdl/LlC6nLZ0I2qlwElNzru8aBwhXV6ZdCzuGov/++29sT0mxCEUH6/XwUqHoetX1U6PVokSnswhFd4mIUH48p5pbx9Ay7y4YJqaP3UMPPaT8faxhuvW5557DfffdJ/UBgiAIQoeAdeocHcbSI3NDYxPsmGXnrLmJP8d00iqMdiongsGUmpqaZl3fh8THY+jQoc1KNbsD7VLYqeLRxERkZmTAy2BAdHYOwvVNKB7V6bAvIhz62lpkZGYice1a1U5uDxoMv/vuuyplSz+fzZs32zyHnj+88zjjjDMc+j4FQRAEwR1Yt26dukZmZ2fbPDZy5Eh1jezTp49qwKBDBIMy9mAp07ixYzFsyBAE1NQ06/qeHR2FGjaHxMQgYfz4RjeHuAvtSthZt3v3y8pGj2a2e5dUGJAZFITsmBgUBAYiadMmrF271uaOg9E3RuJYKMr0rTWsE+AEifZ6ZyAIgiAIjc2icVQms1zWsEGCkbunn37abl0e06e0XEkYORJhZWXon5eHfkfLmm3nkhsWhj3H7VxGJiQgISGh3TQythth52iDRv4CVlRWqFBufmwsMgYMQJ5er+bjHT58+JSvZ0s2U7JM54r/jiAIgiAcszRhlospWOsxnCeCNelTp0xBZGgoYtLSEJGejgBfX4SGtCxgUufhgYzISKTFxEDXw74BszvSLoTdsZEqX8E//4DDRqrwjqG27n/ROUNQEHaNGIF8f398vWyZ3XCyif79+6tRKszhC4IgCIJgydatW9VM2fT09FPOkp158cUINxgQl5wM/+OWYxpPjcMmUpRyZFpcHAwRliPT3BXP9iDqvlm4EKGZ+zF+yxaHzcmzVrv8ZRr255/oXVSEyy+5RP2y2YPTJVhnJ6JOEARBEOwzbNgwJCcnK+PhE8HrLK+3fUqOXX9Noo44MiIVZDAo/RCyP1PpCeoKd8atI3ZMvy5asAAhmfsxZudOh8zGM2EwGFBcUmw3dJs6ZgwyQ0Px+aJFFmnZkJAQ5a3DNm5BEARBEE4ObcHoS2ftQMH069zLL0evomLEp6QgwM9PWZzU17OmzgMhwcHKasyR1Hl4YN3gQSju1RuXz53jtmlZT3dulGBNHdOvo1NTHSrqCH9hunb9//buBCjKM80D+L/p5mqQ+z6EGA4BYwKaqEGTmNMyiTE6ZjVOjnWjtUlqra0tc+yMW+VUdk1ikko2iSa6Ziqn2c0YJzKJDm4laiosqAEVDxQE5BII0NzdXN1sPa80AkIGoQG7+f+qKDm6+3v5mqrn8T2eJxga9N8fJ9dJOHIEYUYTlixe3K8ejvzRffbZZzYdBxERkaOSWnYDkzqJq7KnTi2/HslCR5tJHVSURMvfP0Atwdo6qbPG9zlnzsK98hL2paWpPMMe2W1iJ6df5aCE7KnTjeBUzHDotFr1h+Tj4wut9sppGa3ZjOnZPyPcz0+d0umLNeqIiIiGZ7CYKXFVDkrInjqJt6KpsVFNs7i6uEA7hnFWZ7Fg1tk8GCoqVCUMe+Rkr3XqpKSJnH611Z66ociJVr0UNhxwstWjqUmdzpGj19bp2kWLFuGZZ54Z0/EQERE5irVr16qOTFYSTyWuSnwdqz11f4u30Yj4/AIc/eknVFZWwt7Y5R673V99hdqsLCz8OdvmS7BDae/o6GkRJtfTwFmng9bFBUfvvANOcXFYvmKF3a7HExERTfSe+dOnT+NIZiY8q6qQ8sNBWDo7e2NugL9/v+4UY82i0eDg7FkImDcPv1mxAvbE7qrxSX056SiRXFI6bkkdeqZ/pTq1tf+cdf5u+qVKnAgJUXXriIiI6NqF9MTR40eOIKmqGiEBASqlGxhzx4tTdzduLCnFCX9/lXfYU5MBu1uKlTYj0iZMOkqMN03Pps6+f2CRtbXQGY3Izc0d9/EQERE5ioHxfbCYO54i7TS+21ViJ+28pOGv9IYbSRuRsSDjiCorQ2529qANjomIiOjXMb5PcGIXEBAw6gvLIYPCwsIhf/7OO+/0azeycOFCGAwGtLW2qoa/A/02NxcPZP+Mh3NysOzEcZxtacF4Ca27PC7pNnH33Xdj5syZqqGxkGLFL7zwgs2udfToUcyePRvOzs749ttvbfa6REREQ5EDhM8991zv13KoQGbTNm3adM2v9eSTT6oCxTExMar+q3wuRf1LiosHje+j8UlFBRZl/4xNhRdGFd8l/7CXOD5hM3Y7d+5URQmHm9gdPHhQtfnq7uqCzxBJ23vTE/CXlBSsDAnFlovFox6jeRh7+OQRrnV1MDa3YPPmzWqcp06dwurVq9V45c174403YCthYWH46KOPsGrVKpu9JhER0a/x8/NDVlZW78zV7t27kZSUNKLX+vTTT1VLMckD7r33XvW5TIYE+fmp+D6c2Dtcu6oqsWvmzdh0Y8ywHj/w2t6trSrvkHh+rYaa5RvrOG6zwxM5OTmq4b3JZEJycjJ27NgBNzc37N27V81YeXt7q5ks2YD45ptv4q677sL777+PhIQE1YZLni/ZvzQGlq4PUtJEatlER0cjLS1NzRLKjJinyYT/KrmI72pq1Lr7suAQ/H14eL+xzPLywh8rynvfpC3FxTjW1IhOSzfWRkRgSVAQjGYzNpw/j2KTETdP8UJWYwO+S5mF083N2FpWChcnJzR2deGTGTfhD4UXUGA0Qt7vDdHRSPX1RWZDA165cEFVwZYSxWtuuQUeHh69Y7BYLPj666/V/0akaPHWrVtVxv/SSy+hoqJCfX/Lli2IiIhQ92fKlClqf4Fs0nz11VcxZ86cIe+1PLa1tVWdIioqKrLVW0hERDQoKaAhMfzLL79UsXnXrl1qJU1ilsShAwcO4IMPPlBFfaVrxNtvvw0vLy+sWbMGK1euxP3334+33npLxUbrKpbEeYll8vwPP/wQP6WnY/cvv8Bbp8OGqGj87kIBTBYLdNDglZgYJE6Zgj3V1Thcb1DxubytDatCQvEPERFoNZuxPi8P1R3t6rVfumEavjfUqcc8dSoXT4SFY66PN36XX4DGrk6Eu7nhtdg4+Dg7qxW/BE8PZDc14behYXivtAQPBwbhoMEAD60W906NVK3PpJCy/A6PPvqoStpefPFF/Pjjj2oSSj6XCZ2PP/5Y5SwS7yUZ3rNnz1X3UuK+fIxV3VubJXaSnEn2LQnJs88+i23btql/169fr4oJy4kXycxlBqsvydSLi4tx9uxZ9bXcOEkCZZZLigN6enr2PramqgrFJ0+qpGrPLckq+WpQx6H7O2Qw4B6/y229/lRdhSAXF/X4NrMZK06exAJfX+yurkK4myu2JSYio6Eee365ko2fbmnB/pRZCHZ1xVsXL2Khnx9ej4uHobMTq3JPYl9yCrYXF+EffX0wW69Hi9mMiqZG1A+Yqn3++ed7Px9sdvLOO+8c9F4+/vjjw7rng/3BEBERjVWXCPmwkhk88e677/Z7nMRzmeCxOnz4cL+fSxLXl8THObfeioqqKnwSGAgPJye0NdTjtcBAuGg0KGxvxyv557EzIVE9/lxrq4rpMnEjW7CeCAvDT/X18HHW4aMZM1QSKomexPrDBgP+++ZbVIK27swZPB4aisWBgdhRXob3Skvxbz2xWafRqNcUkthFubupFcDfFxTgmwMHsPG113DbvHl47LHHVGInM25SKePYsWNqQmvu3Lmqlq2QSZrj0rveywsTwSaJnbTSam9v751lksxWEjPZbzZ9+nSVmYrly5df1Vx32rRpKmuXJOiRRx5RWf1Q2k0m5JWXY3lwiErqhGTbVv90Lg8dFotKtNKSU9T3MurrkW80Ym/N5Z6uLeYulLW1IaepGet6xpXq4wsf3ZVbkeLlpZI69fyGehwy1GFbWZn62mQ242J9PZJcXbGjrg4lHR24y9MTuo4OhAYHo+DCyNbxiYiIJivZbzYjKAgePc0AOru78Z81NSjs6FB7xhrNZjXx0+3khFQfH5WoCZm4qevsRJyHHv9R1KhW6O7z90fyIEnVqZZmbE+8nBw+EhiEdWfP9P5sUUBgv8fe3TM5FO+hR4feA91mM+Lj41W+ImSGUuruff755+prGZt1BU0KLk9UUjfmdeyGU/tYlmZlT9q+ffvU1K3cLFmqHYzUs1HroUOQPXaxej02Fxfh34sKsTUhEXK2RqZwb/P2GTi6IV/Hvc/0qKW7Gx8mJqlpW6um5mas9vXFHL0emUYjnquowIuJiYiPicGPGRl/83cmIiKiK7QaDVwl9vbE+N2NjQjR6fD7oCCYuruxsqSktwOUdWLH+jyZubvBXY+9ySlq+fTV4iK1lCozeX39WtmUvnG/7zWkX7yLkwbmnr6x1rxGlpS3b99+1crbmTNnxqSP7bWwyQKv7BeTwoIyJSm++OIL3HHHHWq27ty5c2pPmaxHD7Z0WFtbq26QTG/K6RpZmrXuI2tubu4/WK0WN4WF4evqKjUzJwYuxcob/y9R0TjR1IQioxHzfXzxRWVl74bI/NZW9blk8/t7auXI0m7DEM1+ZT/dpz0ZupDTtjK2aosFMa6ueMLXF1HOzqgxGlHf0DDKO0lERDT5SFzu7tO6s9Vigb9Op2L6X5ubVVImucZQyVl1ezv0Wi2WBQfjqbBw5LVefchyhucUpNddjvt/qanBrV7ewxqbjEvbZ1VPyOqibDmzHpCQ2bvrpSTKiGbsZLOkdXlVyLKrbBiUPXVtbW3q6LJ8Locn5HSrbLCUfXOS6A2cnpSk7+mnn1bJnU6nU4+39o+T58XFxamNiMLV3R0zoqNhKriApSeOqzXx5UHBeGrA4Ql3rRZrwiPwx4oK/CEmRm2eXHo8R83eBbq4YGfSDKwODcOG8+ewOCcbN3tOQbCLC9wG2cj4fORUNfv3cE42urq7keTpiTfjpyOtrQ1ZkshZLIh3cUFUSAj29ewTtPrmm2/UPZD9BLLRVJLYdevWoby8XM1UygGTqKgo9b2lS5di8eLFaGlpUfsQJSEejMxuyvq+LH+7u7urvQmHDh0aydtIREQ0LJGRkSjr2ZJkJYclpNXmxo0bVZx++eWXVWxbsGABSktL1T40meSRU7ByUFJinpQAk3+FHDywxsd/Xr8eZVlZCO1ZXVvr7aO2V6WbTLjPzx8apwa4y8pZY+Og45MtV68XF8FJo1GxfHNs7FWP2XjjNPxrfj62lpYizNUNr8fFDet3Nzs5waXPqp0a39q16nyA7CWU/EX22+3fv39YrycFjyXeSy4l5U5iY2ORmZkJu+kVK4mKHICQTHbZsmXqZjz00EMjeq3vv/8e59PTcV/m5Q2boyFJmiyzynTryeZmdfLVunHyWnV0duCvs2djX14efvjhB/U9mcGUOj/21IaEiIhoItgyvtva/86bi/gHHsA999wDezDmvWIlo5elWTlcIadiH3zwwRG/VnBwMLLd3dGp1cJ5lFOeUu7kqVOnVILn7KQZdo2bwWjc3GH291cHQKQ+TU1NDTZs2MCkjoiIaJzjuy3JeFrc3dX47MWYJ3ZSr8ZWnRfkxmp0OjR6eCCgqWlUr+Wl0+HPfY5jj4aMR8Yl088yK2kL6enpquZdX6mpqaoeHhERkSOxZXy3JWt8H0liN1FxfMwTO1uSYn9uHh6o9PO7rt74Sv/L45Lx2Yocl5YPIiIiR+eI8f2BCYrjE9ZSbCSkM8VNKSkonRqpNjNeD2QcJZGRmDlrlhofERERXRvGd9u5Pu7eNZBGwZ16PcoDAnA9KAsIQJder1qtEBER0cgwvk/SxE4OJNwQG4sLUVNh6VPzZiLI9QujpuKGuDgelCAiIhoFxvdJmtiJ1AUL0BIQgIIB9evGW354uBpH6vz5EzoOIiIiR8D4PkkTOykEeGtqKs7FxqJpglp3NOr1OB8Xi9vmz1fjISIiotFhfJ+kiZ31yLBvRDiyExLQNc4bLeV62YkJ8AsPx+233z6u1yYiInJkjO+TNLGT9mMPLlkCY1gYjiQljtt6vFxHrmcKDcPiJUvUOIiIiMg2GN8naWInQkJC8OjfPQbD1KnInJE05pm9vL5cR64n15XrExERkW0xvl/HvWLHQ0lJCf78P19Bf+kSZuXlwctoHJM1d5melUxe3vSoqCibX4OIiIiuYHyfpImdqKqqwndpaagvr8D0ggLEVlTAyQa/mkzNyukY2Ugpa+4yPWvPmTwREZE9YXyfpImd6OrqQkZGBo5lZMCzthY3lpQisrYWWotlRBWnpTih1LGRI89yOkY2UtrrmjsREZG9YnyfpImd1aVLl/B/GRkozs+HzmhEVFkZQusM8G5thbPZPOTzOrVa1fBXesNJGxGpOC3FCVPt9MgzERGRI2F8n6SJnVV9fT1yc3ORm52NttZWdHd1wdNkgpehHi5dXXDqtsCicUKHTocmP1+0uLtDo9Ophr/SG07aiNhbxWkiIiJHx/g+SRM7K7PZDIPBgOrqavVRU1WFjrY2mLu6oNXp4OLmhsCQEAQHB6sPPz8/u2r4S0RENBkxvk/SxI6IiIhoMrDrOnZEREREdAUTOyIiIiIHwcSOiIiIyEEwsSMiIiJyEEzsiIiIiBwEEzsiIiIiB8HEjoiIiMhBMLEjIiIichBM7IiIiIgcBBM7IiIiIgfBxI6IiIjIQTCxIyIiInIQTOyIiIiIHAQTOyIiIiIHwcSOiIiIyEEwsSMiIiJyEEzsiIiIiBwEEzsiIiIiB8HEjoiIiMhBMLEjIiIichBM7IiIiIgcBBM7IiIiIgfBxI6IiIjIQTCxIyIiInIQTOyIiIiIHAQTOyIiIiIHwcSOiIiICI7h/wETOINoTZiE1gAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "est = tpot.TPOTEstimator(  generations=20, \n",
    "                            max_time_mins=None,\n",
    "                            scorers=['roc_auc_ovr'],\n",
    "                            scorers_weights=[1],\n",
    "                            other_objective_functions=[tpot.objectives.number_of_nodes_objective],\n",
    "                            other_objective_functions_weights=[-1],\n",
    "                            n_jobs=32,\n",
    "                            classification=True,\n",
    "                            search_space = symbolic_classification_search_space,\n",
    "                            verbose=1,\n",
    "                            )\n",
    "\n",
    "scorer = sklearn.metrics.get_scorer('roc_auc_ovo')\n",
    "\n",
    "est.fit(X_train, y_train)\n",
    "print(scorer(est, X_test, y_test))\n",
    "est.fitted_pipeline_.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "df = est.evaluated_individuals\n",
    "#replace nans in pareto front with 0\n",
    "fig, ax = plt.subplots(figsize=(5,5))\n",
    "sns.scatterplot(df[df['Pareto_Front']!=1], y='roc_auc_score', x='number_of_nodes_objective', label='other', ax=ax)\n",
    "sns.scatterplot(df[df['Pareto_Front']==1], y='roc_auc_score', x='number_of_nodes_objective', label='Pareto Front', ax=ax)\n",
    "ax.title.set_text('Performance of all pipelines')\n",
    "#log scale y\n",
    "plt.show()\n",
    "\n",
    "#replace nans in pareto front with 0\n",
    "fig, ax = plt.subplots(figsize=(10,5))\n",
    "sns.scatterplot(df[df['Pareto_Front']==1], y='roc_auc_score', x='number_of_nodes_objective', label='Pareto Front', ax=ax)\n",
    "ax.title.set_text('Performance of only the Pareto Front')\n",
    "#log scale y\n",
    "# ax.set_yscale('log')\n",
    "plt.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Symbolic Regression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Generation: 100%|██████████| 20/20 [00:30<00:00,  1.51s/it]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-3073.9914754941187\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import tpot\n",
    "import sklearn.datasets\n",
    "\n",
    "scorer = sklearn.metrics.get_scorer('neg_mean_squared_error')\n",
    "X, y = sklearn.datasets.load_diabetes(return_X_y=True)\n",
    "X_train, X_test, y_train, y_test = sklearn.model_selection.train_test_split(X, y, train_size=0.75, test_size=0.25)\n",
    "\n",
    "graph_search_space = tpot.search_spaces.pipelines.GraphSearchPipeline(\n",
    "    root_search_space= tpot.config.get_search_space(\"SGDRegressor\"),\n",
    "    leaf_search_space = tpot.search_spaces.nodes.FSSNode(subsets=X_train.shape[1]), \n",
    "    inner_search_space = tpot.config.get_search_space([\"arithmatic\"]),\n",
    "    max_size = 10,\n",
    ")\n",
    "\n",
    "est = tpot.TPOTEstimator(  generations=20, \n",
    "                            max_time_mins=None,\n",
    "                            scorers=['neg_mean_squared_error'],\n",
    "                            scorers_weights=[1],\n",
    "                            other_objective_functions=[tpot.objectives.number_of_nodes_objective],\n",
    "                            other_objective_functions_weights=[-1],\n",
    "                            n_jobs=32,\n",
    "                            classification=False,\n",
    "                            search_space = graph_search_space ,\n",
    "                            verbose=2,\n",
    "                            )\n",
    "\n",
    "\n",
    "\n",
    "est.fit(X_train, y_train)\n",
    "print(scorer(est, X_test, y_test))\n",
    "est.fitted_pipeline_.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "df = est.evaluated_individuals\n",
    "df['mean_squared_error'] = -df['mean_squared_error']\n",
    "#replace nans in pareto front with 0\n",
    "fig, ax = plt.subplots(figsize=(5,5))\n",
    "sns.scatterplot(df[df['Pareto_Front']!=1], y='mean_squared_error', x='number_of_nodes_objective', label='other', ax=ax)\n",
    "sns.scatterplot(df[df['Pareto_Front']==1], y='mean_squared_error', x='number_of_nodes_objective', label='Pareto Front', ax=ax)\n",
    "ax.title.set_text('Performance of all pipelines')\n",
    "#log scale y\n",
    "ax.set_yscale('log')\n",
    "plt.show()\n",
    "\n",
    "#replace nans in pareto front with 0\n",
    "fig, ax = plt.subplots(figsize=(10,5))\n",
    "sns.scatterplot(df[df['Pareto_Front']==1], y='mean_squared_error', x='number_of_nodes_objective', label='Pareto Front', ax=ax)\n",
    "ax.title.set_text('Performance of only the Pareto Front')\n",
    "#log scale y\n",
    "# ax.set_yscale('log')\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "tpotenv",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.16"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
